cmetcalf_OriginalHomeworkCode_03

Some of my best friends are Zombies…

All love to Pedro Pascal

*svee - I was unable to knit this because I don’t have the same image file in my working directory! I added eval=FALSE to I could knit the rest of it. I inserted my picture using this code: caption

library(curl)
## Using libcurl 7.84.0 with LibreSSL/3.3.6

First load in the document (make sure to copy raw url not just repo’s):

f <- curl("https://raw.githubusercontent.com/fuzzyatelin/fuzzyatelin.github.io/master/AN588_Fall23/zombies.csv")
d <- read.csv(f, header = TRUE, sep = ",", stringsAsFactors = FALSE)
d
##        id  first_name  last_name    gender   height    weight zombies_killed
## 1       1       Sarah     Little    Female 62.88951 132.08717              2
## 2       2        Mark     Duncan      Male 67.80277 146.37529              5
## 3       3     Brandon      Perez      Male 72.12908 152.93702              1
## 4       4       Roger    Coleman      Male 66.78484 129.74180              5
## 5       5       Tammy     Powell    Female 64.71832 132.42649              4
## 6       6     Anthony      Green      Male 71.24326 152.52458              1
## 7       7     Theresa   Hamilton    Female 70.26459 160.25690              0
## 8       8     Phyllis    Jenkins    Female 59.82760 108.80931              4
## 9       9        Sage       Long NonBinary 68.59963 152.90155              9
## 10     10     Russell     Chavez      Male 72.81769 168.56164              2
## 11     11     Matthew     Fuller      Male 70.66565 149.28336              4
## 12     12        Adam    Elliott      Male 71.58093 157.35396              4
## 13     13        Alan      Olson      Male 66.69701 133.64411              2
## 14     14      Louise       Hall    Female 65.88747 131.53363              5
## 15     15      Donald     Murray      Male 65.66306 121.28334              4
## 16     16       James     Nelson      Male 67.54016 143.90609              2
## 17     17       Peter    Perkins      Male 72.23608 171.02347              5
## 18     18        Anne      Garza    Female 62.74435 127.11449              3
## 19     19        Jose    Ramirez      Male 74.75869 145.54679              2
## 20     20       Sarah     Weaver    Female 63.17104 123.21773              1
## 21     21      Denise   Richards    Female 62.40083 120.79496              3
## 22     22        Jean     Harris    Female 63.32658 129.71493              1
## 23     23        Adam   Johnston      Male 72.78699 160.78260              0
## 24     24     Gregory     Taylor      Male 68.40552 151.49559              3
## 25     25        Hawk   Phillips NonBinary 74.47760 163.64636              8
## 26     26      Cheryl    Sanders    Female 66.21361 147.58913              1
## 27     27       Annie     Warren    Female 64.27576 122.73587              1
## 28     28     Patrick    Sanders      Male 66.11657 128.03177              1
## 29     29       Roger      Perry      Male 64.64341 135.92544              4
## 30     30      Janice    Stevens    Female 69.14401 149.17756              1
## 31     31       Robin      Adams    Female 64.43709 134.94510              1
## 32     32      Jeremy      Banks      Male 70.99726 158.82775              1
## 33     33     Patrick      Price      Male 70.08847 168.28755              3
## 34     34    Lawrence   Richards      Male 71.14842 167.40555              2
## 35     35       Emily       Shaw NonBinary 64.69846 143.58785              5
## 36     36      Walter  Carpenter      Male 70.90143 142.73196              3
## 37     37     Jessica   Marshall    Female 67.17555 149.53860              8
## 38     38        Tina       Wood    Female 67.53278 147.95051              1
## 39     39     William       Wood      Male 69.31778 150.37242              3
## 40     40        Jose     Oliver      Male 69.89447 167.48617              8
## 41     41       Maria     Hughes    Female 66.14536 149.30082              7
## 42     42   Petrichor     Tucker NonBinary 68.93246 144.96333              7
## 43     43     Douglas      Smith      Male 74.23468 200.72519              7
## 44     44       Shawn     Harris      Male 66.90534 132.55185              1
## 45     45   Christina      Clark    Female 66.88320 124.59445              3
## 46     46       Maria     Hudson    Female 65.80217 139.41537              2
## 47     47         Roy       Hall      Male 66.14164 142.93677              7
## 48     48       Carol     Oliver    Female 64.30928 143.92004              2
## 49     49     Heather     Gordon    Female 63.53249 135.50657              2
## 50     50      Judith      Lopez    Female 62.32462 120.78901              6
## 51     51      George     Pierce      Male 67.97952 151.08872              6
## 52     52      Andrea       Cole    Female 60.66651 103.64309              2
## 53     53      Angela     Brooks    Female 64.15817 127.11001              1
## 54     54       Marie     Butler    Female 62.42483 140.52503              1
## 55     55       Bobby      Reyes      Male 71.75390 158.99550              3
## 56     56     Theresa      Payne    Female 68.30398 154.16275              7
## 57     57        Ruth      Perry    Female 62.12425 120.61412              3
## 58     58  Jacqueline     Greene    Female 65.29115 127.04585              5
## 59     59     Rebecca      Price    Female 69.04027 159.69505              6
## 60     60     Douglas     Murray      Male 70.39867 144.28622              3
## 61     61     Heather       Reed    Female 68.16988 148.75251              4
## 62     62       Jason     Bowman      Male 67.60233 145.23084              3
## 63     63      Arthur    Vasquez      Male 63.16399 126.60909              1
## 64     64      Harold     Morris      Male 67.43631 153.63340              1
## 65     65        Gary     Morris      Male 72.98792 154.54522              4
## 66     66        Jose     Barnes      Male 66.52924 153.96188              3
## 67     67       Brian    Coleman      Male 73.06539 176.78868              1
## 68     68       Julie  Armstrong    Female 67.05393 138.76923              1
## 69     69    Lawrence      Berry      Male 67.17319 137.09791              1
## 70     70     Mildred     Graham    Female 59.57561 106.90385              3
## 71     71      Cheryl    Andrews    Female 72.29987 168.09464              2
## 72     72        Rose       Gray    Female 69.42492 148.18216              4
## 73     73      Arthur    Chapman      Male 67.30597 152.90825              3
## 74     74     Lillian       Wood    Female 67.91256 140.22323              4
## 75     75      Nicole      Perry    Female 64.34378 135.90400              2
## 76     76       Ralph   Lawrence      Male 76.18275 156.85281              3
## 77     77      Angela    Wallace    Female 70.21352 157.77598              3
## 78     78       Janet      Ortiz    Female 67.42280 155.74578              0
## 79     79     Phillip       King      Male 70.35090 158.27175              4
## 80     80     Stephen     Chavez      Male 70.90769 165.94231              1
## 81     81      Samuel      Ellis      Male 64.12364 136.03959              1
## 82     82        Joan     Parker    Female 67.25491 138.28812              2
## 83     83       Karen      Reyes    Female 64.19751 127.90719              4
## 84     84     Frances Cunningham NonBinary 70.28444 149.56369              3
## 85     85     Anthony     Burton      Male 69.09528 162.66789              3
## 86     86      Arthur       Reed      Male 67.54954 142.31497              4
## 87     87      Martin    Russell      Male 74.37837 171.01940              6
## 88     88     Phyllis    Wheeler    Female 58.74318 109.61112              2
## 89     89     Melissa     Porter    Female 59.74390 118.61620              2
## 90     90      Janice     Willis    Female 70.55803 162.39507              3
## 91     91      Justin     Murphy      Male 65.85296 145.23135              5
## 92     92        Alan      Ramos      Male 65.04941 149.88038              4
## 93     93  Periwinkle       Diaz NonBinary 72.38118 172.65398              9
## 94     94       Keith   Sullivan      Male 64.32387 116.80429              3
## 95     95       Wayne    Collins      Male 66.92469 138.42219              4
## 96     96      Johnny       Cook      Male 69.05417 155.82205              1
## 97     97        Ryan      Davis      Male 65.05317 133.12870              2
## 98     98      Angela  Hernandez    Female 64.79030 139.49974              2
## 99     99      Teresa       Hill    Female 69.78052 162.17361              2
## 100   100       Ralph     Cooper      Male 65.71919 116.47640              5
## 101   101      Gerald    Alvarez      Male 72.30678 164.54988              3
## 102   102       Jesse        Kim      Male 71.84207 141.45296              3
## 103   103       Louis      Burke      Male 72.42883 149.35858              0
## 104   104    Mercutio    Garrett NonBinary 69.14784 143.73112              3
## 105   105       Kevin     Fowler      Male 69.11815 168.80911              4
## 106   106      Louise    Stevens    Female 68.25392 151.15346              4
## 107   107        Sara     Holmes    Female 63.71453 134.63487              3
## 108   108         Ann   Robinson    Female 66.34735 140.14908              1
## 109   109      Thomas     Fuller      Male 69.63299 140.85628              5
## 110   110      Edward      Adams      Male 72.42975 160.83564              6
## 111   111       Wanda    Russell    Female 69.94287 133.82793              3
## 112   112     Jeffrey      Young      Male 68.13502 154.77022              5
## 113   113     Marilyn     Bryant    Female 62.73187 125.87781              3
## 114   114        Sean    Stanley      Male 72.66829 176.66871              2
## 115   115       Robin       Wood    Female 72.27316 142.80879              6
## 116   116       James    Garrett      Male 65.53651 137.96617              3
## 117   117    Kathleen     Harris    Female 65.70558 141.96405              2
## 118   118   Christina    Gilbert    Female 65.21957 143.48528              2
## 119   119      Judith   Ferguson    Female 55.62160 104.46731              2
## 120   120       Roger     Howell      Male 69.83051 149.97908              4
## 121   121       Terry    Bennett      Male 72.60652 154.88139              1
## 122   122       Jason   Gonzales      Male 65.54598 138.83169              4
## 123   123       Terry   Matthews      Male 68.57151 147.50556              3
## 124   124    Virginia     Barnes    Female 62.03725 130.80562              1
## 125   125       Sarah       Ruiz    Female 68.81267 122.72659              3
## 126   126        Eric      Young      Male 70.44371 171.20021              4
## 127   127        Judy     Fields    Female 62.82903 127.73019              5
## 128   128      Morgan      Perry NonBinary 62.17699 125.13290              5
## 129   129      Martin     Wagner      Male 70.26668 154.67464              2
## 130   130        Sara     Flores    Female 71.30298 165.48850              3
## 131   131      Sandra      Myers    Female 70.09881 157.73488              2
## 132   132      Martin      Myers      Male 68.65588 146.44219              6
## 133   133       Randy     Morris      Male 71.25304 178.58517              3
## 134   134      Jeremy   Williams      Male 55.69298 114.15500              5
## 135   135     Patrick      Perez      Male 69.11031 141.72902              4
## 136   136      Steven   Robinson      Male 67.62471 146.41595              1
## 137   137       Jimmy      Scott NonBinary 67.35961 138.66806              1
## 138   138      Martin  Carpenter      Male 67.96384 133.76167              3
## 139   139        Lori       Hart    Female 64.99637 127.48816              2
## 140   140      Edward      Mccoy      Male 70.34750 172.62249              1
## 141   141         Ann       Dunn    Female 65.36311 143.34146              3
## 142   142      Pamela    Gardner    Female 68.38370 137.40639              4
## 143   143       Helen    Schmidt    Female 66.16297 146.67834              4
## 144   144      Joseph Cunningham      Male 62.39202 107.85280              7
## 145   145         Roy  Fernandez      Male 66.63451 138.53987              5
## 146   146         Ann      Dixon    Female 66.76502 144.87884              1
## 147   147     Dorothy     Foster    Female 65.38845 138.13994              0
## 148   148      Edward     Foster      Male 71.01244 173.42680              3
## 149   149      Daniel      Welch      Male 66.16538 133.46736              3
## 150   150      Bonnie   Gonzalez    Female 68.03566 142.30863              2
## 151   151       Robin      Gomez    Female 65.16024 137.78717              1
## 152   152        Anne  Hernandez    Female 62.61210 122.90843              0
## 153   153        Jane       Dean    Female 60.27461 118.43181              5
## 154   154     Heather     Romero    Female 65.01620 141.28974              3
## 155   155     Cynthia       Ford    Female 66.70297 137.68068              3
## 156   156        John      Young      Male 72.69807 140.65221              1
## 157   157        Mary  Rodriguez    Female 65.40327 136.30243              2
## 158   158     Phyllis    Spencer NonBinary 65.18109 140.94470              4
## 159   159       James    Mendoza NonBinary 68.33511 155.58681              4
## 160   160     Mildred      Lopez    Female 67.76443 134.74878              4
## 161   161     Kathryn    Schmidt    Female 67.70104 143.17541              5
## 162   162         Roy       Dunn      Male 75.27081 167.36271              2
## 163   163      Edward     Martin      Male 68.08834 141.39260              2
## 164   164       Janet       Cook    Female 67.33379 139.52740              5
## 165   165        Jane     Graham    Female 69.06732 140.75832              5
## 166   166      Angela    Ramirez    Female 65.42384 125.76590              3
## 167   167       Louis     Powell      Male 74.04072 164.62574              6
## 168   168     Douglas    Simpson      Male 73.49551 166.46102              6
## 169   169        Rose      Mccoy    Female 70.31931 143.80713              2
## 170   170        Anna       Cruz    Female 68.29221 143.98426              4
## 171   171      Evelyn  Gutierrez    Female 66.40247 121.81633              2
## 172   172     Theresa     Martin    Female 69.38269 140.27244              4
## 173   173   Christina   Robinson    Female 67.14351 125.26830              5
## 174   174        Mary     Fowler    Female 65.08253 113.53578              3
## 175   175       Jason      Burns      Male 69.29227 168.34796              3
## 176   176      Amanda     Burton    Female 63.63477 139.20272              4
## 177   177        Juan     Barnes      Male 62.33876 133.55353              3
## 178   178      Cheryl      Clark    Female 64.18962 143.45538              2
## 179   179       Marta   Castillo NonBinary 68.29124 140.69356              3
## 180   180       Nancy        Fox    Female 69.26646 154.98893              4
## 181   181     Stephen      Berry      Male 67.62982 139.42856              2
## 182   182     Charles     Duncan      Male 62.32604 116.24576              4
## 183   183     Douglas     Miller      Male 68.11586 154.09811              1
## 184   184       Henry     Parker      Male 67.80753 151.62669              2
## 185   185      Martin Williamson      Male 69.68828 166.58984              4
## 186   186        Ruth       Webb    Female 66.82291 119.43159              3
## 187   187         Ann       Reid    Female 71.02192 141.79841              2
## 188   188      Donald      Hicks      Male 71.49300 162.21258              5
## 189   189     Heather  Hernandez    Female 70.37832 130.53907              4
## 190   190     Antonio     Carter      Male 72.09908 181.70385              1
## 191   191      Albert     Larson      Male 65.61280 139.02594              1
## 192   192        Sean     Foster      Male 64.81685 136.76233              4
## 193   193       Nancy    Wallace    Female 66.59400 138.28322              5
## 194   194        Anne       Reed    Female 59.70420 111.49075              3
## 195   195    Jonathan    Ramirez NonBinary 68.74930 147.61040              2
## 196   196      Carlos     Porter      Male 72.59502 155.70413              6
## 197   197      Gloria      Hayes    Female 65.65491 141.31220              4
## 198   198    Clarence    Gilbert      Male 69.16849 154.57143              2
## 199   199      Andrew       Shaw      Male 73.21277 160.29477              0
## 200   200        Eric      Lopez      Male 74.67166 176.90675              1
## 201   201     Heather      Stone    Female 63.54681 113.26981              6
## 202   202      Janice      Davis    Female 67.89872 154.90117              3
## 203   203       Kelly  Hernandez    Female 67.77072 151.72187              2
## 204   204      Angela     Miller NonBinary 65.00593 129.49971              5
## 205   205 Christopher   Hamilton      Male 72.67681 161.18564              2
## 206   206      Pamela   Reynolds    Female 63.49785 128.37587              4
## 207   207     Phyllis       King    Female 64.65742 129.57559              6
## 208   208       Ralph   Anderson      Male 66.70976 151.71140              4
## 209   209       Kevin    Elliott      Male 75.45580 175.50418              4
## 210   210   Stephanie     Watson    Female 66.71065 130.71635              2
## 211   211       Frank       Reid      Male 67.19629 125.56477              1
## 212   212      Daniel       Cook      Male 72.04628 157.08764              4
## 213   213       Tammy  Armstrong    Female 63.66584 127.32018              4
## 214   214     Charles   Gonzalez      Male 68.57275 136.14083              7
## 215   215       Diana      Ortiz    Female 66.95127 151.76066              5
## 216   216       Debra    Simpson    Female 68.83637 156.99055              2
## 217   217        Fred     Butler      Male 69.85855 149.53798              0
## 218   218       Terry     Porter NonBinary 70.65569 140.05055              2
## 219   219       Kathy       Dunn    Female 64.45048 126.80759              2
## 220   220        Earl   Franklin      Male 71.30168 141.56979              4
## 221   221     Frances     Lawson    Female 66.85417 138.16634              5
## 222   222       Roger     Powell      Male 67.80250 142.84911              2
## 223   223     Russell    Jenkins      Male 67.07339 128.01368              3
## 224   224       Tammy      Gomez    Female 61.35044 120.34255              2
## 225   225      Walter        Lee      Male 66.52197 150.72729              3
## 226   226       Emily     Rivera    Female 67.60750 141.59998              3
## 227   227       Maria    Wallace    Female 62.94211 132.06772              0
## 228   228      Judith   Gonzalez    Female 64.50872 124.10798              1
## 229   229       Kevin     Hansen      Male 66.23402 150.89742              0
## 230   230       Shawn      Baker      Male 71.47646 153.10698              3
## 231   231    Kathleen     Wright    Female 63.35430 118.54603              2
## 232   232      Teresa   Anderson    Female 67.56185 146.03713              2
## 233   233       Harry       Cruz      Male 69.95512 148.94890              4
## 234   234      Louise    Stevens    Female 69.19429 149.24289              6
## 235   235       Betty     Howard    Female 63.54701 145.41724              4
## 236   236      Joshua    Andrews      Male 71.40202 149.17613              4
## 237   237       Bruce       Reid      Male 77.36758 191.08173              1
## 238   238      Dennis      Meyer      Male 75.85361 188.92512              3
## 239   239    Michelle   Harrison    Female 66.54655 121.89117              3
## 240   240        Lisa    Russell    Female 67.29899 145.72193              5
## 241   241      Brenda      Black    Female 65.73552 131.27131              2
## 242   242       Brian      Olson      Male 62.54044 148.95060              2
## 243   243   Catherine    Griffin    Female 69.54820 136.00112              3
## 244   244     Marilyn  Rodriguez    Female 67.03909 152.55135              3
## 245   245       Carol       Ryan    Female 69.02792 142.75193              3
## 246   246        Todd     Willis      Male 72.84720 177.69080              4
## 247   247        Fred     Knight      Male 62.07196 137.01400              3
## 248   248      Harold     Murphy      Male 68.82742 174.83397              1
## 249   249    Kathleen      Green    Female 65.99565 139.85364              3
## 250   250     Marilyn  Patterson    Female 65.21677 128.06537              3
## 251   251       Julie     Fields    Female 61.59703 120.52631              2
## 252   252       Janet  Armstrong    Female 66.44662 128.23482              7
## 253   253     Heather       Hart    Female 65.08853 128.83160              1
## 254   254    Benjamin     Rogers      Male 72.42676 169.08691              0
## 255   255      Judith      Woods    Female 64.87548 116.45998              2
## 256   256     Phyllis      Stone    Female 67.15592 129.47204              5
## 257   257       Aaron     Medina      Male 68.89152 154.12422              4
## 258   258      Johnny      Moore      Male 73.87656 142.57103              3
## 259   259     Barbara     Morris    Female 62.03273 135.30925              7
## 260   260     Barbara       Hunt    Female 64.71368 130.98123              1
## 261   261       Tammy       Hart    Female 57.63606 115.97451              4
## 262   262      Arthur     Wright      Male 65.94479 127.19803              1
## 263   263       Billy     Fields      Male 68.63621 158.85202              0
## 264   264       Craig   Stephens      Male 70.27466 137.87587              3
## 265   265       Bruce      Lewis      Male 78.03102 172.43516              5
## 266   266      Denise   Robinson    Female 64.15654 139.76274              3
## 267   267    Lawrence     Rogers      Male 71.88558 150.30660              3
## 268   268     Michael       Cook      Male 61.62814 119.09149              3
## 269   269      Donald      Smith      Male 61.77285 133.87403              8
## 270   270 Christopher        Lee      Male 67.64806 130.51633              2
## 271   271      Jeremy      Meyer      Male 69.05869 143.32588              3
## 272   272      Denise   Ferguson    Female 65.32725 132.53775              2
## 273   273         Ann     Carter    Female 62.65719 148.31962              2
## 274   274        Ryan   Ferguson      Male 77.95399 162.87909              3
## 275   275       Marie    Coleman    Female 66.65833 136.00719              3
## 276   276       Linda       King    Female 64.97681 122.30617              3
## 277   277      Carlos  Alexander      Male 75.21887 176.94569              3
## 278   278 Christopher      Garza      Male 74.59113 183.04972              7
## 279   279       Tammy   Gonzales    Female 62.34640 117.57860              6
## 280   280     Antonio    Vasquez      Male 70.79582 143.30825              2
## 281   281      Philip  Carpenter      Male 72.58839 147.14515              4
## 282   282         Joe     Burton      Male 68.59139 148.59105              3
## 283   283      Gerald     Kelley      Male 73.60768 171.54063              1
## 284   284     Frances       Cook    Female 58.13216 110.88692              3
## 285   285      Amanda      Mills    Female 58.88539 113.67640              1
## 286   286    Virginia       Dean    Female 68.72874 167.53775              6
## 287   287     Deborah   Lawrence    Female 65.25383 134.12832              2
## 288   288        Juan     Murray      Male 73.70542 163.59185              6
## 289   289       Bruce     Miller      Male 68.00579 133.00251              4
## 290   290        Mark     Wilson      Male 69.87480 156.26924              0
## 291   291        Jane       Reed    Female 65.23508 134.28578              1
## 292   292     Michael     Wagner      Male 71.96559 159.33558              3
## 293   293       Irene      Lewis    Female 63.77365 120.22865              2
## 294   294       Laura       Ross    Female 63.18053 127.10172              1
## 295   295        Adam      Perez      Male 66.35689 143.09937              3
## 296   296       Bruce     Hughes      Male 67.95232 146.44388              6
## 297   297      George       Hunt      Male 62.89158 134.33905              2
## 298   298      Howard     Martin      Male 68.85221 150.72621              6
## 299   299       Kelly      Burke    Female 69.91124 145.73890              5
## 300   300       Helen       Cook    Female 71.68438 157.69028              4
## 301   301    Clarence    Edwards      Male 68.39093 167.30731              3
## 302   302      Cheryl    Roberts    Female 67.78153 128.18377              0
## 303   303    Patricia        Kim    Female 68.69576 140.66635              1
## 304   304      Robert     Parker      Male 73.60436 161.14736              3
## 305   305        Gary    Sanchez      Male 72.15195 142.86388              1
## 306   306      Gloria     Morgan    Female 68.09022 142.85116              1
## 307   307        Judy     Peters    Female 63.76315 127.86502              4
## 308   308       Steve      Young      Male 71.24438 165.00622              2
## 309   309       Tammy     Porter    Female 64.87039 123.63996              2
## 310   310       Steve       Hill      Male 70.95550 155.37249              4
## 311   311      George       Diaz      Male 74.90819 166.71056              2
## 312   312       Paula       Hall    Female 60.34227 114.51684              2
## 313   313       Bobby       Rice      Male 63.80164 126.55416              5
## 314   314     Deborah   Mcdonald    Female 68.98872 144.03453              2
## 315   315       Tammy     Martin    Female 65.69532 123.41739              5
## 316   316       Maria     Flores    Female 67.17217 143.83208              3
## 317   317  Jacqueline      Hicks    Female 63.00016 131.84784              3
## 318   318      Gloria     Fowler    Female 62.13360 119.56843              2
## 319   319         Amy   Matthews    Female 64.46121 129.85802              0
## 320   320       Maria     Warren    Female 69.47477 156.71838              2
## 321   321        Joan    Andrews    Female 55.66449 104.32025              3
## 322   322      Ashley      Woods    Female 63.74886 131.53597              3
## 323   323     Raymond      Price      Male 71.48824 153.94991              1
## 324   324       Craig    Stewart      Male 67.42625 161.51725              4
## 325   325   Catherine       Diaz    Female 70.25889 146.41676              2
## 326   326        Mary       Bell    Female 73.62638 162.01327              3
## 327   327      Jeremy     Fields      Male 71.99679 172.63108              3
## 328   328       Robin     Little    Female 72.05441 146.83509              4
## 329   329      Teresa    Schmidt    Female 67.08054 135.56005              1
## 330   330    Lawrence     Medina      Male 67.21994 162.92052              6
## 331   331      Gerald      Myers      Male 72.06090 153.28237              4
## 332   332        Mark   Franklin      Male 73.47046 158.79343              2
## 333   333         Roy       Cole      Male 67.47215 126.47733              6
## 334   334      Eugene      Burke      Male 69.61223 160.05929              2
## 335   335        Judy       Hill    Female 68.16540 152.72359              1
## 336   336        Adam      Moore      Male 74.87625 173.03457              2
## 337   337      Lilith     Wilson NonBinary 68.61862 139.12086              3
## 338   338    Kathleen     Carter    Female 67.32688 134.00572              5
## 339   339       Scott     Cooper      Male 71.01284 140.21849              4
## 340   340       Doris      Perez    Female 62.45370 134.88586              9
## 341   341     Matthew     Snyder      Male 63.59131 139.81347              1
## 342   342        Alan      Mason      Male 71.81617 161.12228              2
## 343   343     Beverly   Phillips    Female 67.03964 138.88308              1
## 344   344      Johnny     Duncan      Male 60.63871 137.89919              3
## 345   345      Sharon     Bryant    Female 56.59750 118.04779              8
## 346   346     Marilyn     Peters    Female 61.98588 134.54128              5
## 347   347      Walter     Chavez      Male 72.39991 181.80519              2
## 348   348     Deborah   Lawrence    Female 71.06841 155.76127              3
## 349   349       Tammy     Butler    Female 65.94866 145.49633              3
## 350   350    Jennifer    Garrett    Female 67.06188 141.78547              1
## 351   351        Ruby    Kennedy NonBinary 64.59859 132.52707              4
## 352   352       Jason        Kim      Male 73.81395 171.56118              2
## 353   353      Teresa       King    Female 72.10447 168.92029              1
## 354   354      George      Green      Male 69.60391 148.10047              2
## 355   355       Terry     Romero      Male 77.60621 182.07925              2
## 356   356       Larry    Simpson      Male 70.42895 134.47353              2
## 357   357      Andrew   Hamilton      Male 68.54200 144.70809              4
## 358   358  Archimedes     Rogers NonBinary 68.39926 150.46193              2
## 359   359      Joshua       Ford      Male 68.70399 148.51320              4
## 360   360    Kathleen    Nichols    Female 62.68424 125.08439              1
## 361   361       Billy     Oliver      Male 74.13331 163.15454              4
## 362   362     Jessica   Mcdonald    Female 65.60196 126.58763              2
## 363   363        Anne    Freeman    Female 71.55670 139.10953              2
## 364   364      Albert     Howell      Male 75.25790 181.87341              6
## 365   365       Keith       Diaz      Male 72.95424 170.34860              3
## 366   366        Todd    Wallace      Male 63.15647 125.82783              2
## 367   367      Sandra     Knight    Female 68.64705 139.18612              2
## 368   368        Jane      Woods    Female 69.90024 155.61573              1
## 369   369     Timothy    Chapman      Male 73.57948 142.39637              4
## 370   370     Matthew      Stone      Male 68.81415 141.30445              2
## 371   371      Brenda    Morales    Female 63.92522 135.00456              1
## 372   372       Sarah     Foster    Female 62.75796 109.69863              5
## 373   373       Roger      Clark      Male 70.07439 147.30885              1
## 374   374      Sandra  Alexander    Female 64.57137 135.04480              0
## 375   375     Brandon     Medina      Male 70.06512 153.46593              2
## 376   376      George     Hanson      Male 62.70571 125.61392              0
## 377   377   Elizabeth  Gutierrez    Female 65.08026 155.55169              2
## 378   378        Jean    Johnson    Female 67.67221 136.64281              5
## 379   379     Timothy     Cooper      Male 72.78778 161.00599              5
## 380   380   Christina    Freeman    Female 66.03250 137.34537              2
## 381   381       Janet   Hamilton    Female 60.59620 124.33490              2
## 382   382      Philip      Scott      Male 62.89295 120.61751              2
## 383   383      Thomas     Murphy      Male 75.30248 180.56301              0
## 384   384     Charles    Ramirez      Male 63.73806 135.99406              3
## 385   385        Judy     Foster    Female 65.26197 148.26509              3
## 386   386     Mildred   Gonzalez    Female 61.94586 113.94000              3
## 387   387   Christina     Taylor    Female 64.74608 148.56487              1
## 388   388     Carolyn    Hawkins    Female 61.45906 128.25544              8
## 389   389      Andrew     Powell      Male 67.04479 126.09380              3
## 390   390       Jason  Alexander      Male 64.61437 126.87729              1
## 391   391        Paul    Sanders      Male 71.89275 162.35142              5
## 392   392    Michelle     Weaver    Female 60.32104 113.00907              4
## 393   393       Chris     Hanson      Male 65.92204 144.38672              2
## 394   394        Adam   Gonzales      Male 79.48964 162.36966              1
## 395   395     William       Boyd      Male 70.38055 156.76997              3
## 396   396      Johnny     Murphy      Male 72.84810 147.55624              4
## 397   397      Gerald     Pierce      Male 61.58678 132.18938              0
## 398   398   Christina       West    Female 67.40818 143.76827              2
## 399   399      Arthur   Lawrence      Male 71.58885 150.78733              1
## 400   400     Melissa  Alexander    Female 61.40602 116.97247              6
## 401   401      Ernest     Porter      Male 77.89866 189.52857              1
## 402   402     Phyllis       Carr    Female 70.99103 152.96564              6
## 403   403        Tina       West    Female 65.18479 141.49123              1
## 404   404      Denise     Walker    Female 59.56853 101.46641              5
## 405   405       Linda    Stewart    Female 69.25323 145.23000              5
## 406   406      Dennis     Little      Male 71.95263 150.55786              4
## 407   407        Tina    Carroll    Female 62.96045 127.81594              5
## 408   408        Paul    Kennedy      Male 71.09236 159.16052              2
## 409   409      Sharon      Davis    Female 65.14789 143.49534              4
## 410   410       Norma      Olson    Female 62.48025 114.89881              4
## 411   411       Karen   Ferguson    Female 70.21358 164.51225              5
## 412   412 Christopher    Edwards      Male 71.23779 164.38534              1
## 413   413        Eric     Romero      Male 71.99081 161.16384              1
## 414   414       Debra     Hughes    Female 63.09504 117.97261              2
## 415   415      Bonnie     Jordan    Female 63.58240 141.43774              2
## 416   416        Mark    Simpson      Male 68.40776 171.16707              2
## 417   417      Johnny     Chavez      Male 63.94389 137.47155              1
## 418   418       Emily     Cooper    Female 69.00715 149.72943              1
## 419   419     Anthony     Little      Male 70.09183 151.43026              6
## 420   420       Betty    Mendoza    Female 60.21609 116.92006              5
## 421   421      Samuel    Watkins      Male 74.63521 173.61426              6
## 422   422       Kevin     Harper      Male 71.95173 177.40893              7
## 423   423       Julie      Evans    Female 66.04845 139.65063              4
## 424   424         Joe   Morrison      Male 66.06874 124.79954              3
## 425   425       Karen        Lee    Female 67.17895 145.10020              5
## 426   426        Jack     Knight      Male 68.58895 139.30160              3
## 427   427     Lillian      Davis    Female 74.08120 158.57634              3
## 428   428       Brian    Wallace      Male 65.72828 130.13086              2
## 429   429      Ronald       Rice      Male 75.23595 184.39385              5
## 430   430      Gerald    Ramirez      Male 67.91683 150.65150              0
## 431   431       Betty  Patterson    Female 68.26537 136.98530              2
## 432   432      Daniel   Campbell      Male 73.13875 183.59331              1
## 433   433       Ralph    Stanley      Male 72.33186 167.90658              3
## 434   434       Maria    Jenkins    Female 65.84735 143.38313              3
## 435   435      Thomas   Phillips      Male 80.52980 187.46915              3
## 436   436        Jack   Marshall      Male 67.57963 137.03408              4
## 437   437     Anthony       West      Male 70.72725 143.51356              3
## 438   438       Randy  Carpenter      Male 56.38850 111.98087              3
## 439   439    Kimberly     Graham    Female 66.38030 130.42275              2
## 440   440       Wayne      Garza      Male 75.70883 193.58966              1
## 441   441       Jesse   Matthews      Male 70.48223 169.93551              2
## 442   442     Kathryn     Jacobs    Female 65.27007 129.93437              3
## 443   443       Paula      Perez    Female 68.67168 126.63190              2
## 444   444        Gary      Kelly      Male 72.41608 159.61377              0
## 445   445        Jack       Carr      Male 69.60059 130.07927              1
## 446   446       Craig      Davis      Male 60.28376 100.63526              3
## 447   447       Alice       Shaw    Female 72.14192 142.67519              2
## 448   448    Nicholas      Black      Male 67.19341 147.47040              1
## 449   449      Jeremy      Riley      Male 64.90341 132.83709              2
## 450   450      Brenda     Greene    Female 63.32991 134.36885              2
## 451   451     Shirley    Stevens    Female 66.58934 126.21003              2
## 452   452        Fred    Schmidt      Male 65.78639 134.56712              4
## 453   453       Brian    Simpson      Male 65.91163 128.16619              2
## 454   454     Michael    Stanley      Male 71.74048 137.51776              6
## 455   455       Keith      Burns      Male 71.72562 157.60480              3
## 456   456    Patricia      Wells    Female 62.54020 127.72179              2
## 457   457       Annie   Martinez    Female 66.48461 125.22667              3
## 458   458       Diana     Gordon    Female 63.84295 120.13718              3
## 459   459        Joan       Boyd    Female 67.12636 145.29109              3
## 460   460       Linda       Rose    Female 60.16201 117.80138              0
## 461   461        Mark      Allen      Male 76.52642 157.74587              7
## 462   462        Lois     Garcia    Female 59.00067 105.30837              3
## 463   463    Clarence      Burns      Male 74.83504 157.00465              2
## 464   464        Lois     Brooks    Female 62.73514 114.07319              3
## 465   465        Paul        Fox      Male 74.34293 174.25799              3
## 466   466       James   Matthews NonBinary 64.26664 140.33744              4
## 467   467        Mark      Kelly      Male 75.18903 175.92909              2
## 468   468        Ryan       West      Male 70.73679 152.01455              3
## 469   469      Daniel    Nichols      Male 69.85324 150.46243              3
## 470   470      Edward   Gonzales      Male 67.72148 160.31774              0
## 471   471    Jennifer   Williams    Female 62.29205 144.93937              2
## 472   472       Annie   Thompson    Female 66.12076 134.58624              0
## 473   473     Matthew   Crawford      Male 78.36087 181.65973              2
## 474   474        Paul       Shaw      Male 70.13980 141.29868              5
## 475   475      Rachel     Fields    Female 65.61126 118.18610              3
## 476   476      Gerald     Austin      Male 67.13339 136.79511              2
## 477   477       Maria     Snyder    Female 62.87171 115.00124              1
## 478   478        Eric     Flores      Male 69.40805 154.24447              3
## 479   479       Irene       Cook    Female 64.11557 121.84962              3
## 480   480        Paul      Wells      Male 76.59291 175.42115              5
## 481   481    Kimberly     Foster    Female 67.85106 133.76997              2
## 482   482        Fred   Williams      Male 71.38093 167.43163              3
## 483   483       Steve     Howell      Male 54.14948  91.40652              4
## 484   484        Eric     Howell      Male 71.16252 176.57354              4
## 485   485      Jeremy    Johnson      Male 63.59853 130.96464              4
## 486   486       Doris     Bailey    Female 62.61599 120.11116              3
## 487   487     Marilyn     Weaver    Female 67.69933 114.82681              4
## 488   488     Phyllis     Arnold    Female 63.07296 127.41965              3
## 489   489    Patricia     Peters    Female 58.46348  93.75313              6
## 490   490        Judy   Peterson    Female 66.11227 128.59654              6
## 491   491     Shirley       Sims    Female 62.33724 119.99203              3
## 492   492       Shawn     Greene      Male 72.49922 166.81576              0
## 493   493     Marilyn     Howell    Female 58.27686  90.29148              1
## 494   494     Carolyn     Rivera    Female 61.16774 111.50248              1
## 495   495     Jessica     Fisher    Female 66.12288 129.21237              1
## 496   496        Rose        Lee    Female 70.63257 158.84458              8
## 497   497        Sara     Harper    Female 62.59813 134.50238              3
## 498   498        Juan    Simmons      Male 63.41696 129.20918              1
## 499   499         Ann   Castillo    Female 58.23005 123.69592              3
## 500   500     Antonio     Romero      Male 65.35825 163.62383              1
## 501   501      Philip       Diaz      Male 60.77654 123.45938              4
## 502   502      Amanda     Moreno    Female 70.11203 159.70616              0
## 503   503       Wayne     Harvey      Male 75.56981 180.02237              2
## 504   504     Anthony        Day      Male 72.16500 167.39724              3
## 505   505     Charles    Mendoza      Male 64.09470 123.52875              4
## 506   506    Margaret       Hart    Female 68.01025 156.11513              1
## 507   507       Irene      Payne    Female 61.13972 122.69441              3
## 508   508      Andrea      Hicks    Female 60.56442 116.36554              4
## 509   509       Doris       Lane    Female 62.33275 134.04908              3
## 510   510        Tina     Taylor    Female 64.25954 124.10659              1
## 511   511         Ann     Rivera    Female 57.59593  97.74513              4
## 512   512         Roy      Owens      Male 75.86921 181.72092              4
## 513   513    Benjamin       Ford      Male 74.34413 164.48874              6
## 514   514       Randy     Kelley      Male 64.72367 146.50127              1
## 515   515       Doris       Rose    Female 70.75588 146.87357              2
## 516   516       Henry     Austin      Male 70.80695 160.93505              2
## 517   517       Kathy     Fuller    Female 63.64877 133.94672              2
## 518   518  Jacqueline       Cole    Female 67.32648 141.91594              6
## 519   519     Timothy     Cooper      Male 68.49669 158.31624              0
## 520   520       Julie   Crawford    Female 66.06300 139.62567              4
## 521   521    Jonathan    Wheeler      Male 69.92066 167.00176              0
## 522   522    Patricia      Brown    Female 67.49037 148.97427              3
## 523   523      Rachel     Fields    Female 68.87351 138.79673              5
## 524   524       Wayne    Vasquez      Male 68.73901 141.85866              0
## 525   525      Eugene    Stanley      Male 73.35391 187.17118              2
## 526   526       Steve      Ortiz      Male 70.03853 148.96486              2
## 527   527    Jonathan    Russell      Male 70.25290 165.13507              3
## 528   528      Sandra  Rodriguez    Female 68.76254 158.15055              5
## 529   529     Matthew     Oliver      Male 65.00650 138.96235              7
## 530   530     Michael     Powell      Male 67.39488 133.69633              3
## 531   531      Andrea       Ruiz    Female 69.32048 140.03806              2
## 532   532      Andrea   Peterson    Female 63.52487 125.03381              2
## 533   533      Eugene   Harrison      Male 67.26091 152.00115              0
## 534   534        John  Hernandez      Male 66.13919 133.46844              4
## 535   535      Amanda     Rogers    Female 63.27210 108.88332              3
## 536   536       Alice     Nelson    Female 68.67496 144.59744              4
## 537   537   Stephanie   Anderson    Female 73.29541 143.90140              0
## 538   538       Jesse   Mitchell      Male 77.95433 174.23256              4
## 539   539     Timothy     Knight      Male 67.00396 161.99114              2
## 540   540       Norma   Anderson    Female 62.43483 112.09829              3
## 541   541       Roger       Gray      Male 63.17451 157.18907              1
## 542   542         Roy     Greene      Male 71.72426 165.53502              0
## 543   543       Jason     Rogers      Male 75.18322 157.96656              2
## 544   544      Andrew   Mitchell      Male 76.61531 170.62537              3
## 545   545      Nicole    Schmidt    Female 63.19721 106.39948              4
## 546   546      Martha     Medina    Female 69.17446 137.92089              3
## 547   547       Doris      Lopez    Female 59.60174 103.54306              4
## 548   548  Jacqueline     Barnes    Female 69.25874 150.90862              3
## 549   549     Charles     Foster      Male 71.00842 154.60905              2
## 550   550      Martin Williamson      Male 67.41345 142.07735              3
## 551   551       Nancy    Wallace    Female 66.49196 132.53770              0
## 552   552        Anna   Williams    Female 63.65083 130.28715              1
## 553   553      Jeremy     Walker      Male 70.02179 172.21130              6
## 554   554     Phillip     Peters      Male 66.39057 132.35222              5
## 555   555        Tina     Chavez    Female 67.45583 141.60975              3
## 556   556   Stephanie    Bennett    Female 57.85084 102.91278              4
## 557   557        Rose    Sanders    Female 65.43688 131.64311              2
## 558   558       James     Arnold      Male 66.81614 138.33082              3
## 559   559        Fred       King      Male 66.02061 139.23583              3
## 560   560    Jonathan    Bennett      Male 69.07649 148.07287              2
## 561   561       Diane    Ramirez    Female 67.04842 157.80615              0
## 562   562      Sharon       Carr    Female 70.76667 169.66641              4
## 563   563      Ernest    Bennett      Male 71.97404 162.16287              1
## 564   564        Anna   Phillips    Female 65.28047 138.23267              2
## 565   565         Joe    Gardner      Male 71.59179 173.95092              1
## 566   566      Joshua     Hudson      Male 62.50773 137.48831              5
## 567   567       Jerry        Cox      Male 69.49730 126.70119              6
## 568   568       Susan     Weaver    Female 71.51768 168.65008              5
## 569   569       Maria      Lynch    Female 69.60290 166.51136              3
## 570   570      Louise   Anderson    Female 61.80359 116.83611              2
## 571   571    Margaret     Duncan    Female 68.00700 132.53965              2
## 572   572     Theresa    Watkins    Female 60.67610 125.97453              4
## 573   573       Diana     Arnold    Female 68.68642 136.46895              3
## 574   574  Jacqueline       Cook    Female 62.93356 125.84274              2
## 575   575    Kimberly       Ross    Female 68.91217 151.66082              3
## 576   576       Scott     George      Male 72.51684 167.17403              2
## 577   577      Louise    Frazier    Female 66.80483 141.56430              2
## 578   578       Terry     Bailey      Male 75.65866 181.84549              3
## 579   579  Jacqueline      Mills    Female 69.67852 149.99209              1
## 580   580     Mildred       Ross    Female 69.17858 138.77007              4
## 581   581       Chris Washington      Male 68.11816 136.47944              1
## 582   582     Matthew     Murray      Male 64.05988 135.85600              3
## 583   583       Alice    Wallace    Female 61.25719 117.33374              0
## 584   584        Carl       Reid      Male 68.37091 161.80092              4
## 585   585    Patricia      Smith    Female 64.63448 124.38080              3
## 586   586       Roger      Garza      Male 68.41265 154.56367              3
## 587   587     Michael      Berry      Male 73.02198 160.72832              2
## 588   588       Wayne     Howell      Male 65.74474 126.91840              2
## 589   589       Marie  Gutierrez    Female 66.95557 148.62328              2
## 590   590      Philip       Webb      Male 69.54824 156.53394              3
## 591   591    Jonathan     Moreno      Male 63.10196 135.10144              6
## 592   592    Virginia     Harper    Female 56.05432 104.04000              6
## 593   593       Bruce       King      Male 73.23254 166.97594              6
## 594   594       Janet      Lewis    Female 64.67734 120.67193              4
## 595   595      Andrea     Romero    Female 65.21987 124.31422              5
## 596   596        Mark      Scott      Male 74.42189 165.50436              6
## 597   597       Linda  Patterson    Female 63.14829 106.46425              2
## 598   598   Catherine      Kelly    Female 65.89930 137.15483              2
## 599   599       Julia     Nguyen    Female 64.33214 132.17689              5
## 600   600       Julia     Holmes    Female 62.29126 131.67590              1
## 601   601        Judy    Stewart    Female 62.69921 120.44256              4
## 602   602      Edward     Martin      Male 67.94584 174.66253              4
## 603   603    Nicholas     Parker      Male 65.07314 137.98210              3
## 604   604      Albert      Stone      Male 69.36543 151.01650              1
## 605   605    Patricia    Chapman    Female 69.53375 155.27477              2
## 606   606     Brandon   Matthews      Male 70.08365 142.61299              2
## 607   607        Jane       Ross    Female 65.21890 131.30382              2
## 608   608      Thomas     Howell      Male 64.06947 124.19243              3
## 609   609       Steve     Flores      Male 73.92739 154.16720              1
## 610   610        Carl     Porter      Male 71.68890 170.21915              3
## 611   611       Maria    Andrews    Female 68.41098 167.17393              2
## 612   612     Russell      Henry      Male 71.13276 161.57121              5
## 613   613       Carol      James    Female 68.22648 157.32702              3
## 614   614       Kelly   Gonzalez    Female 62.92221 135.64142              2
## 615   615      Cheryl      Gomez    Female 59.95642 107.19292              4
## 616   616      Ronald     Fields      Male 70.41512 181.55666              2
## 617   617      Gloria     Powell    Female 67.32648 145.18820              1
## 618   618       Janet    Johnson    Female 62.32428 125.16333              2
## 619   619        Paul   Sullivan      Male 65.63107 140.27636              3
## 620   620       Sarah      Mills    Female 62.51217 117.46986              3
## 621   621       James     Bowman      Male 69.28285 154.18753              4
## 622   622       Craig     Bishop      Male 72.25866 173.64377              3
## 623   623    Kimberly      Hicks    Female 69.46897 136.55417              2
## 624   624        Eric        Ray      Male 63.42365 131.40851              2
## 625   625       Roger      Scott      Male 64.62151 120.70336              9
## 626   626      Teresa   Peterson    Female 71.56688 149.57878              2
## 627   627       Karen     Harper    Female 67.87680 127.57143              3
## 628   628         Amy     Fuller    Female 64.08300 123.50983              2
## 629   629      Eugene       King      Male 73.84898 159.35615              3
## 630   630       Frank       Dean      Male 63.18823 117.52061              3
## 631   631       Ralph       Rice      Male 68.08981 151.22476              6
## 632   632        Mary      Henry    Female 64.06442 129.27232              4
## 633   633       Bobby      Hayes      Male 70.18293 151.62634              1
## 634   634        Rose      Allen    Female 70.23681 138.08073              2
## 635   635       Harry    Simmons      Male 74.69231 169.12591              0
## 636   636      Samuel Washington      Male 69.74712 143.65219              1
## 637   637       Larry       Wood      Male 67.19587 144.88678              1
## 638   638       Helen     Lawson    Female 71.29604 149.07452              8
## 639   639       Tammy    Carroll    Female 65.75668 133.50723              4
## 640   640       Julia     Hunter    Female 67.35270 147.30635              2
## 641   641       Jerry    Jackson      Male 69.91751 166.37512              4
## 642   642       Joyce    Kennedy    Female 69.78112 149.18194              1
## 643   643    Jonathan   Reynolds      Male 67.18481 163.19775              3
## 644   644      Willie  Alexander      Male 67.23772 152.04665              2
## 645   645       Sarah   Peterson    Female 67.30731 154.07038              3
## 646   646         Amy      Myers    Female 69.34809 151.56207              0
## 647   647       Wanda     Rogers    Female 72.07851 148.85490              3
## 648   648       Jerry      Young      Male 65.87925 141.18698              1
## 649   649     Charles   Mcdonald      Male 65.34881 146.84062              6
## 650   650         Roy   Mitchell      Male 66.52055 135.87821              3
## 651   651      Evelyn     Bowman    Female 63.48668 126.57430              4
## 652   652      Donald      Hayes      Male 66.39691 135.31829              1
## 653   653        Joan       Ruiz    Female 68.02573 149.68486              2
## 654   654       Marie      Lopez    Female 59.74804 132.64262              2
## 655   655       Keith        Day      Male 71.77118 154.98836              5
## 656   656     Kathryn   Peterson    Female 64.72491 126.42826              4
## 657   657     Jessica    Bradley    Female 67.37213 157.92724              2
## 658   658      Martha     Fuller    Female 70.38244 142.92167              5
## 659   659        Jack   Castillo      Male 71.94457 158.19213              3
## 660   660      Walter     Hanson      Male 69.24513 139.59607              5
## 661   661   Stephanie    Vasquez    Female 71.43294 168.99074              6
## 662   662      Martin      Banks      Male 73.73934 180.11730              1
## 663   663      Jeremy      Smith      Male 69.96347 151.89915              4
## 664   664         Roy     Arnold      Male 78.58936 169.33868              2
## 665   665        Tina   Richards    Female 66.06844 141.39449              0
## 666   666       Donna      Green    Female 68.13148 149.84863              1
## 667   667       Scott      White      Male 74.63146 150.81086              5
## 668   668      Robert      Riley      Male 63.59900 131.69080              4
## 669   669       David       Cole      Male 72.87188 132.31343              2
## 670   670     Gregory     Walker      Male 69.40674 138.86455              3
## 671   671        Lisa     Harper    Female 65.79459 134.80154              2
## 672   672      Ashley      Smith    Female 71.67543 161.78810              5
## 673   673   Stephanie      James    Female 73.79708 163.07583              3
## 674   674       Kathy      Davis    Female 61.37148 120.61523              3
## 675   675        Lisa       Webb    Female 69.44316 147.79889              1
## 676   676        Sara      Price    Female 70.49862 148.51031              1
## 677   677     Shirley     Holmes    Female 72.84169 150.67420              4
## 678   678      Willie      Davis      Male 68.71661 145.93645              1
## 679   679    Benjamin       Ward      Male 61.95252 139.96105              2
## 680   680     Russell      Henry      Male 68.15269 155.58587              3
## 681   681        Carl      Scott      Male 72.49018 154.35665              5
## 682   682       Terry  Robertson      Male 70.94190 173.38288              1
## 683   683      Willie    Griffin      Male 76.87613 171.24476              4
## 684   684   Christina   Harrison    Female 66.81429 128.38709              3
## 685   685       Julie   Harrison    Female 60.95832 131.89548              4
## 686   686       Ralph      Young      Male 67.44551 133.67453              3
## 687   687       Maria      Jones    Female 62.36085 136.69035              5
## 688   688         Roy  Alexander      Male 74.47735 156.02408              3
## 689   689       Irene       Sims    Female 65.77360 129.84006              7
## 690   690       Helen     Howell    Female 70.65835 157.54872              2
## 691   691       Nancy    Wallace    Female 67.38948 149.45754              5
## 692   692       Aaron    Freeman      Male 69.78012 142.12967              1
## 693   693      Martin     Austin      Male 66.64708 134.52281              0
## 694   694     Patrick       Ford      Male 70.76268 151.72600              6
## 695   695       Wayne     Nguyen      Male 63.38425 129.10971              3
## 696   696      Nicole     Torres    Female 67.85470 141.78658              5
## 697   697       Carol      Perez    Female 69.79076 157.61016              1
## 698   698      Angela      Brown    Female 63.25111 136.30470              4
## 699   699       Irene      Olson    Female 58.26887 105.67513              3
## 700   700        Jack     Little      Male 79.92265 210.78951              1
## 701   701         Joe     Bailey      Male 67.38798 146.03004              1
## 702   702      Rachel     Carter    Female 67.15039 137.46238              4
## 703   703      Daniel  Rodriguez      Male 73.21899 170.91212              3
## 704   704     Douglas     Lawson      Male 66.63676 133.38346              2
## 705   705      Victor    Wallace      Male 68.02251 171.46143              3
## 706   706         Roy     Nelson      Male 66.30253 144.55691              1
## 707   707      Willie    Vasquez      Male 70.17689 156.20201              5
## 708   708     Gregory       Gray      Male 70.10855 145.24247              3
## 709   709        Gary   Gonzales      Male 69.08494 158.64966              2
## 710   710         Roy    Elliott      Male 69.93489 167.42579              2
## 711   711       Tammy    Edwards    Female 60.90024 106.43585              3
## 712   712     Matthew       Bell      Male 65.99900 139.36660              3
## 713   713       Craig       Cook      Male 70.14702 150.86003              7
## 714   714      Edward        Day      Male 66.26057 158.50503              3
## 715   715     Stephen    Elliott      Male 68.47676 162.65288              6
## 716   716     Frances     Bishop    Female 63.27806 141.76153              6
## 717   717     Rebecca   Mitchell    Female 65.24568 150.66455              5
## 718   718      Carlos     Larson      Male 68.50593 139.81028              2
## 719   719       Debra    Jackson    Female 73.81399 159.54985              4
## 720   720      Martha     Carter    Female 72.17272 152.59982              5
## 721   721       Peter    Watkins      Male 73.44632 165.27980              4
## 722   722     Heather     Holmes    Female 64.61843 133.60968              2
## 723   723    Clarence      Evans      Male 72.15582 157.45853              1
## 724   724     Beverly      Allen    Female 68.65733 149.59080              1
## 725   725    Michelle  Patterson    Female 65.68296 150.59041              3
## 726   726       Robin   Gonzales    Female 66.55435 129.90255              4
## 727   727      Louise     Brooks    Female 66.42776 137.18396              2
## 728   728     Rebecca      Davis    Female 61.78157 139.11983              3
## 729   729 Christopher  Henderson      Male 72.78263 149.96738              2
## 730   730       Emily    Mendoza    Female 65.49701 133.69320              4
## 731   731        Anne     Burton    Female 68.09354 143.07207              6
## 732   732      Steven   Reynolds      Male 68.95874 157.74171              1
## 733   733      Johnny   Johnston      Male 69.25217 144.81515              4
## 734   734      Victor      Perry      Male 76.07529 179.48473              3
## 735   735      Robert   Mitchell      Male 70.59265 146.11818              1
## 736   736      Daniel       Reid      Male 74.89581 162.19754              5
## 737   737    Virginia       Dunn    Female 57.05437 107.75373              1
## 738   738       Kathy    Jenkins    Female 64.74725 134.32414              4
## 739   739     Frances      Meyer    Female 62.85716 115.41856              2
## 740   740       Julie      Henry    Female 68.09101 138.76819              4
## 741   741   Christina       Hunt    Female 71.79126 144.24183              2
## 742   742      Walter      Scott      Male 69.43963 145.73272              5
## 743   743      Bonnie Washington    Female 67.51395 132.20994              3
## 744   744     Russell     Gordon      Male 67.68777 148.83663              3
## 745   745     Carolyn    Gardner    Female 66.37987 143.07932              6
## 746   746     Cynthia     Murphy    Female 68.18345 155.71133              2
## 747   747     Richard  Patterson      Male 71.72428 158.32848              5
## 748   748     Phyllis   Harrison    Female 59.55621 108.64047              6
## 749   749     Lillian      Perez    Female 64.45252 126.17796              3
## 750   750     Phyllis  Gutierrez    Female 65.91209 148.35829              4
## 751   751      Steven      Davis      Male 76.58644 172.07034              5
## 752   752      Teresa    Mendoza    Female 71.61794 167.69694              2
## 753   753      Teresa    Schmidt    Female 68.03470 143.64156              2
## 754   754        Ruby     Nelson    Female 61.48890 117.76796              6
## 755   755       Tammy   Anderson    Female 66.13981 125.83486              4
## 756   756      Amanda     Rogers    Female 60.74299 124.34532              2
## 757   757    Margaret      Banks    Female 69.40155 137.10640              4
## 758   758        Lisa   Campbell    Female 67.45969 146.12025              6
## 759   759       Emily       Dunn    Female 66.31343 133.84925              3
## 760   760       Henry       Ross      Male 68.86074 161.90558              4
## 761   761      Sharon      Allen    Female 61.31970 136.35083              3
## 762   762       Ralph      Moore      Male 64.36401 136.98643              2
## 763   763        Fred    Perkins      Male 70.78747 154.78083              2
## 764   764       Terry      Myers      Male 65.15692 137.07284              6
## 765   765     Carolyn     Tucker    Female 58.35161 114.96800              3
## 766   766      Carlos       Hart      Male 69.70424 162.22363              2
## 767   767   Katherine    Carroll    Female 60.87902 119.45350              3
## 768   768     Marilyn   Castillo    Female 66.53144 129.02404              6
## 769   769       James    Bradley      Male 64.61127 129.48488              3
## 770   770       Terry      Ortiz      Male 73.29459 167.13598              1
## 771   771      Bonnie   Peterson    Female 66.51151 123.86885              8
## 772   772    Michelle     Holmes    Female 65.66844 132.65296              3
## 773   773      Johnny   Martinez      Male 70.88873 162.98858              4
## 774   774     Stephen     Burton      Male 63.18440 135.80979              5
## 775   775      Arthur     Warren      Male 65.07953 167.50179              3
## 776   776     Shirley      Jones    Female 63.16838 133.46958              3
## 777   777      Evelyn   Gonzales    Female 67.01884 135.65244              4
## 778   778       Jason       Hart      Male 67.69585 143.82660              3
## 779   779        Rose     Chavez    Female 65.41359 147.80453              5
## 780   780       Kevin    Andrews      Male 66.62536 135.30723              5
## 781   781       Wanda      Hayes    Female 65.35419 131.42581              5
## 782   782        Mary      Gomez    Female 67.69123 127.57637              1
## 783   783       Joyce       Ward    Female 70.16329 141.88486              3
## 784   784       Steve     Cooper      Male 75.60305 172.57784              3
## 785   785      Steven     Wright      Male 62.32243 118.50360              1
## 786   786        Paul    Nichols      Male 71.65349 166.43216              2
## 787   787       Nancy     Flores    Female 66.35376 131.49805              2
## 788   788       Harry      Davis      Male 68.08977 150.96237              3
## 789   789      George     Willis      Male 74.51423 166.90466              3
## 790   790      Daniel  Robertson      Male 70.66627 149.08637              3
## 791   791      George   Martinez      Male 72.39275 147.05636              3
## 792   792    Jonathan      White      Male 69.66302 168.66747              0
## 793   793         Amy     Taylor    Female 64.40630 113.91252              3
## 794   794       Peter      Payne      Male 69.28553 146.17149              3
## 795   795        Gary    Griffin      Male 70.09081 160.16241              5
## 796   796       Betty     Tucker    Female 63.82403 119.66493              2
## 797   797      Andrew     Chavez      Male 66.62572 145.17684              1
## 798   798        Lisa    Russell    Female 59.11617 113.94211              3
## 799   799       Brian   Crawford      Male 78.85808 157.33281              7
## 800   800      Thomas       Ross      Male 70.46825 142.68420              5
## 801   801     Dorothy      Ramos    Female 69.87253 144.12300              3
## 802   802    Michelle     Greene    Female 68.60438 134.60961              2
## 803   803        Ruth    Spencer    Female 60.36736 118.89911              2
## 804   804       Emily     Rivera    Female 66.09620 127.49361              5
## 805   805      Martha    Coleman    Female 61.67773 111.50505              5
## 806   806        Lori     Flores    Female 62.67853 136.84454              2
## 807   807     Brandon    Sanchez      Male 72.15756 174.64011              2
## 808   808       Bruce  Armstrong      Male 66.19163 133.41318              1
## 809   809         Roy      Mason      Male 69.61105 144.95601              2
## 810   810        Lois  Fernandez    Female 64.60695 139.51360              4
## 811   811      Victor Cunningham      Male 63.70855 133.07476              3
## 812   812       Brian Cunningham      Male 70.64534 142.91934              8
## 813   813       Scott     Cooper      Male 70.65781 158.05911              4
## 814   814       Chris      Burns      Male 68.78755 173.46517              1
## 815   815       Tammy        Kim    Female 68.44256 141.50020              3
## 816   816       Brian       Reed      Male 70.12632 151.22559              4
## 817   817       Peter     Barnes      Male 67.10780 163.51092              0
## 818   818       Sarah      Owens    Female 63.99734 120.47632              2
## 819   819      Harold  Patterson      Male 70.75748 152.39946              3
## 820   820    Michelle    Kennedy    Female 66.85458 135.32605              1
## 821   821     Marilyn   Anderson    Female 62.61715 122.41861              3
## 822   822         Amy       Rice    Female 66.78995 146.16634              1
## 823   823     Deborah    Andrews    Female 59.43831 117.55640              4
## 824   824       Henry     Little      Male 66.71859 167.52902              1
## 825   825      Martha      Banks    Female 63.65938 134.61274              7
## 826   826      Teresa   Campbell    Female 66.50468 139.71832              3
## 827   827     Richard     Flores      Male 68.71798 133.85647              3
## 828   828       Randy     Howell      Male 68.97372 155.61246              2
## 829   829     Beverly    Gardner    Female 63.24188 128.42484              1
## 830   830   Katherine     Bailey    Female 62.95986 139.12629              1
## 831   831       Jason      Mason      Male 66.01576 140.06814              0
## 832   832       Joyce     Graham    Female 68.03206 142.22447              3
## 833   833       Terry        Fox      Male 73.76519 177.28011              1
## 834   834       Kelly    Jenkins    Female 62.76865 121.77325              2
## 835   835      Robert       Lane      Male 67.94682 158.82218              4
## 836   836       Susan    Hawkins    Female 69.35963 133.10182              3
## 837   837       Nancy   Reynolds    Female 65.28277 141.17675              2
## 838   838       Kelly  Alexander    Female 59.29313 120.40272              3
## 839   839        Ryan     Barnes      Male 68.23992 128.35779              2
## 840   840       Donna    Jackson    Female 66.41866 140.70974              4
## 841   841       Harry     Jacobs      Male 67.66987 152.86718              2
## 842   842       Marie   Marshall    Female 57.71565 116.12103              6
## 843   843      Andrew      Allen      Male 69.27720 156.32159              1
## 844   844       Kelly    Ramirez    Female 65.28719 130.70999              5
## 845   845        Sean  Carpenter      Male 74.55413 154.51164              2
## 846   846        Jean    Wheeler    Female 67.09539 146.78311              2
## 847   847         Roy     Oliver      Male 65.94303 147.71596              5
## 848   848       Frank    Gilbert      Male 73.21440 164.97566              2
## 849   849        Paul   Mitchell      Male 74.74845 169.67391              4
## 850   850       Chris  Rodriguez      Male 71.62667 156.84291              1
## 851   851      George      Gomez      Male 75.73562 164.85474              4
## 852   852   Katherine     Greene    Female 76.60479 182.14998              0
## 853   853      Martin       Ross      Male 63.89230 130.67732              3
## 854   854       Irene    Mendoza    Female 65.03123 155.73433              2
## 855   855      Daniel      Scott      Male 70.18705 164.39177              3
## 856   856        Jose   Robinson      Male 76.44105 172.98846              1
## 857   857      Evelyn  Gutierrez    Female 66.90715 141.27476              1
## 858   858       Marie     Tucker    Female 66.35267 144.78923              1
## 859   859     Beverly     Wilson    Female 61.22534  93.67081              2
## 860   860     Patrick     Flores      Male 61.89408 136.45083              1
## 861   861   Katherine    Garrett    Female 64.89323 121.91323              3
## 862   862      Robert   Stephens      Male 69.21754 156.82454              2
## 863   863      Eugene Washington      Male 74.42849 168.89342              5
## 864   864     Raymond     Garcia      Male 73.47592 173.75409              1
## 865   865  Jacqueline  Carpenter    Female 67.15770 138.85684              5
## 866   866       Kelly       Long    Female 65.89614 123.43659              3
## 867   867       Donna    Stewart    Female 67.64617 147.72489              3
## 868   868     Gregory     Harris      Male 74.21998 157.35376              3
## 869   869       Robin      Olson    Female 63.50868 130.93967              2
## 870   870      Thomas        Fox      Male 78.58725 205.18571              6
## 871   871      Evelyn       Dunn    Female 63.08010 125.51564              3
## 872   872       Carol    Freeman    Female 68.84493 138.42961              3
## 873   873        Rose       Hart    Female 63.39950 134.40143              5
## 874   874        Sean     Brooks      Male 68.52690 126.82070              1
## 875   875      Edward     Fisher      Male 63.32136 128.44998              1
## 876   876       Billy   Reynolds      Male 70.99158 160.79555              4
## 877   877       Betty    Schmidt    Female 64.34188 129.12935              1
## 878   878         Roy    Coleman      Male 67.27901 148.57545              1
## 879   879    Jennifer    Daniels    Female 68.95607 152.13606              6
## 880   880      Evelyn      Jones    Female 63.06785 114.54661              3
## 881   881        Alan   Harrison      Male 72.82977 170.38827              4
## 882   882    Margaret     Tucker    Female 63.84095 137.00266              2
## 883   883      Joseph   Williams      Male 71.53295 156.25616              1
## 884   884       Wanda       Reid    Female 66.04816 138.20546              2
## 885   885       Janet      Ellis    Female 65.84293 130.18451              1
## 886   886    Lawrence    Gilbert      Male 75.43860 179.38231              2
## 887   887        Judy       Wood    Female 61.72987 130.40283              2
## 888   888    Kimberly     Wilson    Female 67.20623 143.04214              4
## 889   889      Teresa      Ramos    Female 66.27632 132.90110              1
## 890   890       Craig   Thompson      Male 67.47719 146.83256              6
## 891   891       Keith    Vasquez      Male 69.38556 151.64707              2
## 892   892    Clarence      Moore      Male 62.97159 130.97597              1
## 893   893       Craig     Morris      Male 70.38518 166.12592              3
## 894   894       Kevin      Adams      Male 65.52792 132.66827              2
## 895   895    Kathleen    Kennedy    Female 63.65600 128.62922             11
## 896   896       Annie    Johnson    Female 65.10541 135.56276              3
## 897   897       Janet      Meyer    Female 66.83162 167.13578              2
## 898   898        Sean     Romero      Male 69.87416 169.42002              5
## 899   899        Jose   Harrison      Male 67.03323 144.11752              2
## 900   900     Lillian    Chapman    Female 71.02901 163.03750              2
## 901   901      George       Reid      Male 73.57915 157.01912              4
## 902   902     William       Reed      Male 74.70658 161.20812              3
## 903   903       Larry      Black      Male 64.79635 132.88469              2
## 904   904       Betty   Thompson    Female 65.17877 131.57993              4
## 905   905       Bruce     Wright      Male 67.31721 150.35793              6
## 906   906       Terry     Wright      Male 67.92429 152.57921              3
## 907   907      Sandra       West    Female 71.62983 181.70307              3
## 908   908      Philip       Reed      Male 71.11957 149.64878              0
## 909   909        Ruby      Scott    Female 62.20613 132.56755              6
## 910   910   Katherine    Alvarez    Female 68.75039 150.37530              3
## 911   911        Gary      Payne      Male 65.79126 125.88222              3
## 912   912    Jonathan      Myers      Male 68.94033 152.65648              7
## 913   913       Linda  Robertson    Female 72.48247 165.90306              6
## 914   914      Eugene      Lynch      Male 78.52778 180.98471              4
## 915   915     Phyllis  Alexander    Female 61.33734 110.12268              3
## 916   916      Arthur      Grant      Male 67.77419 137.15192              4
## 917   917     Lillian     Burton    Female 69.75290 155.12437              3
## 918   918    Benjamin      Scott      Male 69.42668 156.11329              3
## 919   919      Andrea     Tucker    Female 62.82085 119.57916              2
## 920   920         Ann    Nichols    Female 65.95360 131.24237              2
## 921   921        Jose     Turner      Male 69.45476 143.53758              3
## 922   922      Carlos    Wheeler      Male 64.65432 121.68864              2
## 923   923    Kimberly    Simmons    Female 67.43870 137.21564              1
## 924   924       Randy     Flores      Male 72.60485 185.79615              5
## 925   925      Rachel      Kelly    Female 68.75643 142.29780              5
## 926   926       Chris  Robertson      Male 79.51505 182.60669              1
## 927   927      Andrea      Berry    Female 63.68960 132.82394              3
## 928   928       Jerry      Ellis      Male 71.69323 155.41503              2
## 929   929     Raymond   Ferguson      Male 64.18578 118.64723              6
## 930   930       Keith     Wagner      Male 63.24096 132.84797              3
## 931   931      Daniel     Thomas      Male 75.19044 172.01948              2
## 932   932       Ralph        Fox      Male 59.80658  98.99585              3
## 933   933         Amy     Willis    Female 67.89424 124.29840              5
## 934   934        Fred     Harris      Male 63.23416 147.17445              3
## 935   935      Nicole       Cook    Female 65.41633 137.30637              1
## 936   936       Linda    Garrett    Female 63.35129 138.53016              3
## 937   937     Raymond    Roberts      Male 65.37115 147.00777              2
## 938   938   Katherine     Burton    Female 64.01953 123.31891              1
## 939   939      Harold      Smith      Male 69.12379 134.34869              2
## 940   940     Charles  Fernandez      Male 69.77392 174.35023              3
## 941   941   Stephanie   Thompson    Female 60.16256 112.51524              4
## 942   942       Susan  Patterson    Female 64.67957 134.25566              3
## 943   943     Rebecca       Hall    Female 64.09073 132.40476              5
## 944   944      Eugene     Palmer      Male 67.54747 134.30655              2
## 945   945        Judy     Oliver    Female 59.46942 101.47804              5
## 946   946    Margaret      Garza    Female 62.79975 118.00840              2
## 947   947       Emily     Howard    Female 64.38058 131.22689              5
## 948   948       Donna    Gardner    Female 70.19100 160.54231              2
## 949   949       Kelly     Murray    Female 65.18042 145.31085              5
## 950   950   Christina      Evans    Female 67.29623 147.18906              1
## 951   951      Donald   Campbell      Male 77.45735 187.03455              0
## 952   952      Gerald     Rogers      Male 60.87037 111.43301              2
## 953   953       Debra   Morrison    Female 61.02291 135.68666              2
## 954   954    Nicholas       Diaz      Male 78.76891 152.59857              2
## 955   955      Daniel     George      Male 67.06186 151.70980              3
## 956   956       Kevin       Dunn      Male 75.37067 172.87344              1
## 957   957      Dennis    Daniels      Male 73.68643 180.86742              4
## 958   958    Patricia  Patterson    Female 62.06469 137.50644              3
## 959   959       Steve    Stanley      Male 62.53065 131.51672              2
## 960   960    Clarence      Gomez      Male 78.86801 190.20046              3
## 961   961      Pamela      Perry    Female 67.06533 144.62453              4
## 962   962   Stephanie     Harvey    Female 63.60624 134.09399              3
## 963   963    Margaret       Rice    Female 66.41046 143.81212              2
## 964   964        Joan     Hudson    Female 66.32615 140.20367              3
## 965   965      Samuel   Hamilton      Male 74.16976 163.04451              3
## 966   966       Steve      James      Male 71.31852 153.11335              0
## 967   967    Virginia       Webb    Female 68.70509 151.27165              4
## 968   968      Ernest     Hansen      Male 67.89409 159.25523              4
## 969   969      Angela      White    Female 64.40456 137.10780              3
## 970   970      Eugene   Ferguson      Male 60.32218 104.58108              5
## 971   971       Norma   Reynolds    Female 68.42884 150.94247              0
## 972   972        Todd        Lee      Male 69.71188 147.55190              1
## 973   973     Shirley    Bradley    Female 59.14821 112.26983              2
## 974   974       Henry      Hayes      Male 74.45980 151.94280              2
## 975   975       Peter       Dunn      Male 71.27114 153.78716              4
## 976   976    Clarence       Hunt      Male 66.02102 149.16463              1
## 977   977     Matthew       Ruiz      Male 77.33672 169.76997              3
## 978   978      Willie   Richards      Male 64.73728 133.36407              5
## 979   979    Benjamin  Armstrong      Male 74.58400 172.52736              3
## 980   980     Melissa       Gray    Female 64.19924 135.25343              3
## 981   981       Julie   Anderson    Female 66.64354 139.03638              5
## 982   982      Joseph    Simmons      Male 69.80803 143.78952              5
## 983   983        Tina       Lane    Female 65.07139 136.19753              2
## 984   984     Dorothy      Mason    Female 61.04618 105.68380              1
## 985   985        Mark    Roberts      Male 72.37050 169.97828              3
## 986   986     Jessica     Turner    Female 72.14352 159.93592              2
## 987   987      Joseph   Anderson      Male 71.62507 157.09219              4
## 988   988       Kathy      Hicks    Female 62.79189 128.84268              4
## 989   989     Barbara    Kennedy    Female 63.85283 144.18966              1
## 990   990       Scott     Walker      Male 65.12383 130.01734              6
## 991   991     Jessica     Brooks    Female 68.19738 156.98666              1
## 992   992      Cheryl       Rice    Female 67.73069 136.51393              3
## 993   993     William       Cruz      Male 66.82539 139.88912              4
## 994   994        John   Anderson      Male 67.93869 159.85200              1
## 995   995      Joseph     Powell      Male 73.02337 163.29739              3
## 996   996     Cynthia     Harris    Female 59.74530 127.14444              2
## 997   997       Julie      Evans    Female 66.48566 157.08778              3
## 998   998       Randy      Lewis      Male 69.85086 166.96002              5
## 999   999        John   Anderson      Male 66.64840 135.51948              3
## 1000 1000       Jerry    Alvarez      Male 73.62401 178.87686              4
##      years_of_education                                 major      age
## 1                     1                      medicine/nursing 17.64275
## 2                     3       criminal justice administration 22.58951
## 3                     1                             education 21.91276
## 4                     6                        energy studies 18.19058
## 5                     3                             logistics 21.10399
## 6                     4                        energy studies 21.48355
## 7                     4                            psychology 20.53096
## 8                     0                                botany 15.94527
## 9                     3                         communication 17.34933
## 10                    3                     military strategy 21.50798
## 11                    4                             logistics 24.15861
## 12                    3                        energy studies 20.24794
## 13                    1                             economics 18.59929
## 14                    5                mechanical engineering 19.21670
## 15                    5                    physical education 20.90986
## 16                    2                            philosophy 19.85983
## 17                    1                            psychology 18.74897
## 18                    5       criminal justice administration 19.58134
## 19                    1                             economics 23.96539
## 20                    5                     military strategy 21.80445
## 21                    1                      medicine/nursing 23.94054
## 22                    2                         communication 21.33236
## 23                    5                               biology 20.94383
## 24                    3                      applied sciences 21.69196
## 25                    0                      animal husbandry 23.90185
## 26                    3                 agricultural sciences 18.82527
## 27                    2                      medicine/nursing 21.07451
## 28                    2                 agricultural sciences 18.61007
## 29                    2                      animal husbandry 17.74222
## 30                    1                             economics 23.76366
## 31                    1                     military strategy 19.71057
## 32                    0                     culinart services 20.34347
## 33                    2                             logistics 18.67233
## 34                    2                         city planning 19.55997
## 35                    4 integrated water resources management 18.13684
## 36                    2                    physical education 23.98011
## 37                    4                      applied sciences 18.74854
## 38                    3                mechanical engineering 19.53526
## 39                    3                                botany 22.46561
## 40                    6                                botany 20.40242
## 41                    3                               biology 20.78455
## 42                    4                      medicine/nursing 21.29583
## 43                    2                               biology 18.78722
## 44                    3                          pharmacology 19.62351
## 45                    1                            philosophy 20.91053
## 46                    3       criminal justice administration 18.84754
## 47                    1                mechanical engineering 18.50065
## 48                    1                        energy studies 16.55924
## 49                    7                 agricultural sciences 17.98520
## 50                    2                            psychology 20.29619
## 51                    2                             logistics 20.11017
## 52                    0                            philosophy 21.27616
## 53                    3                      animal husbandry 15.77083
## 54                    0                      medicine/nursing 18.29770
## 55                    4                 agricultural sciences 21.85695
## 56                    3       criminal justice administration 20.93828
## 57                    4 integrated water resources management 21.14685
## 58                    2                         communication 20.24615
## 59                    6                             education 21.72433
## 60                    1                 environmental science 23.30563
## 61                    2                         city planning 22.02548
## 62                    2                             education 19.97048
## 63                    3                        human services 16.78669
## 64                    3                            psychology 20.94671
## 65                    0                             education 19.81533
## 66                    1                mechanical engineering 16.40678
## 67                    3                        energy studies 19.18354
## 68                    4       criminal justice administration 20.42068
## 69                    2                     culinart services 20.81643
## 70                    3                 environmental science 18.27473
## 71                    3                               biology 23.23299
## 72                    2                          epidemiology 22.42172
## 73                    2       criminal justice administration 16.31905
## 74                    5                                botany 20.77667
## 75                    2                               biology 14.54944
## 76                    3                               biology 23.76757
## 77                    5                    physical education 21.02118
## 78                    2                          pharmacology 15.12527
## 79                    2                          epidemiology 21.09164
## 80                    2                             logistics 21.73021
## 81                    1                 environmental science 14.51158
## 82                    2                        human services 21.80380
## 83                    4                        human services 18.27359
## 84                    6                      applied sciences 23.24532
## 85                    3                      animal husbandry 15.59753
## 86                    2                      animal husbandry 16.51842
## 87                    4                        energy studies 22.32466
## 88                    3                         communication 16.47283
## 89                    5                        energy studies 18.34268
## 90                    3                      applied sciences 21.93253
## 91                    3                             logistics 16.74418
## 92                    1                     culinart services 15.18804
## 93                    4               business administration 22.40936
## 94                    3                        energy studies 17.08913
## 95                    4                    physical education 18.03707
## 96                    3                         communication 18.83810
## 97                    1                             education 19.49133
## 98                    2                 agricultural sciences 19.76865
## 99                    1                            philosophy 25.83258
## 100                   2                          epidemiology 21.30046
## 101                   7                               biology 21.90889
## 102                   3                            philosophy 24.15091
## 103                   2                mechanical engineering 19.63072
## 104                   5                      applied sciences 23.16582
## 105                   3                     military strategy 18.42327
## 106                   6                          pharmacology 19.94330
## 107                   2                         communication 17.04051
## 108                   0                      medicine/nursing 20.57695
## 109                   5                     military strategy 24.14089
## 110                   1 integrated water resources management 23.77863
## 111                   2                         city planning 24.81298
## 112                   1       criminal justice administration 15.47891
## 113                   3                         city planning 18.84435
## 114                   3                 agricultural sciences 19.19078
## 115                   1                         city planning 25.35665
## 116                   1                             education 15.39994
## 117                   3                            psychology 18.62090
## 118                   4                          pharmacology 18.81568
## 119                   1               business administration 11.13065
## 120                   2                               biology 21.72714
## 121                   4               business administration 23.07676
## 122                   3               business administration 19.82105
## 123                   3                                botany 18.72847
## 124                   1                          epidemiology 18.18119
## 125                   4 integrated water resources management 24.91812
## 126                   5                mechanical engineering 20.42065
## 127                   3                            philosophy 19.73793
## 128                   2                                botany 16.89253
## 129                   3                     military strategy 20.24323
## 130                   1                             logistics 20.64774
## 131                   2                        energy studies 19.59913
## 132                   6 integrated water resources management 21.65333
## 133                   1                    physical education 17.35896
## 134                   3                        human services 13.67605
## 135                   1                        human services 22.21023
## 136                   6                 environmental science 21.64968
## 137                   4                                botany 21.92487
## 138                   2                      medicine/nursing 20.58336
## 139                   3                             economics 19.74454
## 140                   3                          pharmacology 18.99893
## 141                   2                    physical education 15.65899
## 142                   4                 environmental science 21.94233
## 143                   1                             education 19.22057
## 144                   2                    physical education 19.48839
## 145                   4               business administration 17.68275
## 146                   2                     culinart services 21.72252
## 147                   1                                botany 19.50424
## 148                   2                         communication 16.91701
## 149                   8                            psychology 19.08007
## 150                   5                               biology 24.00246
## 151                   3                      applied sciences 20.55057
## 152                   2                             education 20.65740
## 153                   1 integrated water resources management 15.49664
## 154                   1                      applied sciences 19.37270
## 155                   2                         city planning 21.30124
## 156                   2                      applied sciences 24.56925
## 157                   3                        energy studies 19.88921
## 158                   0                         city planning 19.55108
## 159                   2                      applied sciences 17.36646
## 160                   4                            philosophy 22.49060
## 161                   1                         city planning 22.76151
## 162                   1                               biology 23.28328
## 163                   2                         communication 19.57079
## 164                   2                          epidemiology 20.65624
## 165                   2                             economics 21.46047
## 166                   2 integrated water resources management 20.87972
## 167                   3                          pharmacology 22.26990
## 168                   4                    physical education 22.67476
## 169                   4                            psychology 27.40790
## 170                   5                 agricultural sciences 22.19918
## 171                   5                            psychology 22.70490
## 172                   4               business administration 25.74573
## 173                   3 integrated water resources management 19.43071
## 174                   2                               biology 19.06514
## 175                   6                     culinart services 17.94813
## 176                   7                      applied sciences 18.15222
## 177                   1                mechanical engineering 14.61176
## 178                   2                mechanical engineering 17.94359
## 179                   1                     military strategy 19.18691
## 180                   4                     military strategy 23.67717
## 181                   3                          epidemiology 18.61704
## 182                   5                          pharmacology 19.90482
## 183                   4                         communication 20.04527
## 184                   5                          pharmacology 22.37782
## 185                   2                    physical education 17.94201
## 186                   1                 agricultural sciences 23.78604
## 187                   1                        human services 21.56207
## 188                   3       criminal justice administration 19.91412
## 189                   0                    physical education 27.16777
## 190                   4                          pharmacology 16.96297
## 191                   1                      animal husbandry 19.07924
## 192                   0                      medicine/nursing 16.95885
## 193                   2                               biology 19.58831
## 194                   3                          epidemiology 18.40326
## 195                   5                          pharmacology 16.50640
## 196                   4 integrated water resources management 20.81649
## 197                   3                      medicine/nursing 20.29870
## 198                   4                         communication 18.13150
## 199                   1                             economics 20.03504
## 200                   0                        human services 23.83751
## 201                   0                mechanical engineering 19.01969
## 202                   2                      animal husbandry 20.37958
## 203                   2                      medicine/nursing 21.22370
## 204                   3                        human services 21.94580
## 205                   2                         city planning 20.02906
## 206                   2                            philosophy 17.64131
## 207                   3                 agricultural sciences 19.03575
## 208                   4                         city planning 17.64006
## 209                   3 integrated water resources management 23.86443
## 210                   1                         communication 20.79042
## 211                   3                            philosophy 18.40984
## 212                   3                          epidemiology 21.30337
## 213                   0               business administration 20.57065
## 214                   4                          pharmacology 20.20310
## 215                   4                          pharmacology 17.17253
## 216                   3                         communication 21.44259
## 217                   7                         communication 18.18100
## 218                   2                mechanical engineering 27.14205
## 219                   4       criminal justice administration 17.55099
## 220                   3 integrated water resources management 21.48753
## 221                   5                             economics 20.26560
## 222                   1                             logistics 16.74823
## 223                   4                    physical education 22.22479
## 224                   3                 agricultural sciences 18.31888
## 225                   4                     military strategy 19.50909
## 226                   6                         city planning 16.52151
## 227                   6                 environmental science 19.70532
## 228                   1       criminal justice administration 23.53162
## 229                   3                        human services 19.19267
## 230                   4                    physical education 22.35030
## 231                   5               business administration 21.93743
## 232                   4                        energy studies 21.13508
## 233                   1                         city planning 20.57423
## 234                   2                             logistics 22.91233
## 235                   4                             economics 16.53939
## 236                   1                             education 21.04541
## 237                   3               business administration 24.56507
## 238                   4                 environmental science 24.17555
## 239                   2                    physical education 22.39316
## 240                   3                     culinart services 17.96663
## 241                   3       criminal justice administration 23.26286
## 242                   1                             logistics 13.49798
## 243                   1                          pharmacology 26.57689
## 244                   2                               biology 19.59841
## 245                   2                          epidemiology 23.00981
## 246                   0                 environmental science 20.00607
## 247                   3                      applied sciences 14.97051
## 248                   2                    physical education 20.27556
## 249                   4                         communication 19.65585
## 250                   5                          architecture 20.23090
## 251                   4                      medicine/nursing 19.59815
## 252                   4                               biology 22.09547
## 253                   3                     military strategy 20.00628
## 254                   6                 environmental science 19.04590
## 255                   4       criminal justice administration 23.94809
## 256                   3       criminal justice administration 22.51602
## 257                   1                          architecture 20.67606
## 258                   2                             education 24.19646
## 259                   4                             logistics 17.67434
## 260                   3                mechanical engineering 22.95047
## 261                   1                             education 12.29306
## 262                   2                             logistics 18.89775
## 263                   2                         city planning 19.17136
## 264                   3                      animal husbandry 21.62270
## 265                   4                      animal husbandry 23.93911
## 266                   0                             economics 19.38947
## 267                   3                               biology 21.43525
## 268                   3 integrated water resources management 16.02056
## 269                   2                             logistics 17.90380
## 270                   2                                botany 25.58631
## 271                   3               business administration 19.68915
## 272                   3                               biology 24.03706
## 273                   3                             education 18.50000
## 274                   2               business administration 25.77720
## 275                   5 integrated water resources management 23.09951
## 276                   4                     military strategy 20.30056
## 277                   2                            psychology 22.35990
## 278                   4                                botany 20.23903
## 279                   1                            psychology 17.71510
## 280                   7                mechanical engineering 22.42920
## 281                   3               business administration 22.37798
## 282                   3                     culinart services 18.86332
## 283                   0                          epidemiology 23.19955
## 284                   4                                botany 16.98641
## 285                   5                      medicine/nursing 16.40110
## 286                   7                               biology 18.91888
## 287                   3                      animal husbandry 17.46600
## 288                   4                      medicine/nursing 20.28010
## 289                   3                            philosophy 21.71987
## 290                   3                    physical education 17.92773
## 291                   2                      animal husbandry 19.60105
## 292                   1                            psychology 17.99647
## 293                   3                             economics 20.49434
## 294                   5                 environmental science 24.37250
## 295                   1                     military strategy 15.89285
## 296                   3                     culinart services 16.75516
## 297                   2                         city planning 14.64070
## 298                   4                         city planning 19.26587
## 299                   2                               biology 22.08628
## 300                   5                            philosophy 26.25881
## 301                   4                    physical education 16.51631
## 302                   4                    physical education 25.39256
## 303                   1                          pharmacology 22.69690
## 304                   3                             economics 23.85202
## 305                   4                             logistics 18.88307
## 306                   1                               biology 22.43699
## 307                   1                      medicine/nursing 18.94310
## 308                   0                          epidemiology 20.16242
## 309                   4                        human services 19.91682
## 310                   4       criminal justice administration 19.88286
## 311                   3                      animal husbandry 20.84978
## 312                   3                      animal husbandry 17.17613
## 313                   0                    physical education 17.32117
## 314                   1                                botany 19.82662
## 315                   4                             economics 20.38294
## 316                   2                          pharmacology 21.95709
## 317                   5                      applied sciences 16.87172
## 318                   5                        energy studies 17.10722
## 319                   2                            philosophy 17.50802
## 320                   5                     culinart services 22.57393
## 321                   2                          architecture 10.66381
## 322                   6                        human services 18.75647
## 323                   3                          pharmacology 19.67347
## 324                   3                            psychology 17.94266
## 325                   2                             economics 25.23058
## 326                   3                          architecture 25.36748
## 327                   3                            psychology 21.04131
## 328                   6                      applied sciences 26.52334
## 329                   1                      applied sciences 24.13606
## 330                   3                             economics 16.32740
## 331                   1                          architecture 23.51740
## 332                   1                mechanical engineering 21.68922
## 333                   2                          pharmacology 20.61760
## 334                   3                             education 18.82747
## 335                   2                            philosophy 20.03842
## 336                   1 integrated water resources management 23.68478
## 337                   6                         city planning 25.79394
## 338                   3                 agricultural sciences 23.35168
## 339                   7                      medicine/nursing 25.09822
## 340                   1                     military strategy 16.58295
## 341                   4                     military strategy 17.20335
## 342                   8                      animal husbandry 20.35923
## 343                   2                      medicine/nursing 20.93191
## 344                   3                            psychology 15.44328
## 345                   1                        human services 12.84805
## 346                   2                                botany 18.23469
## 347                   6                               biology 19.13033
## 348                   3                                botany 23.90774
## 349                   0                 agricultural sciences 20.08662
## 350                   6                    physical education 18.54973
## 351                   4                            psychology 21.93930
## 352                   7                mechanical engineering 22.20658
## 353                   7                        human services 22.25385
## 354                   2                          architecture 19.17092
## 355                   2                          pharmacology 22.74342
## 356                   4                         city planning 23.05967
## 357                   3                                botany 18.95085
## 358                   1                mechanical engineering 20.92563
## 359                   2                      applied sciences 20.30216
## 360                   3                         communication 20.10654
## 361                   6                          epidemiology 22.03960
## 362                   1                         communication 21.64507
## 363                   6                mechanical engineering 27.55380
## 364                   5                      applied sciences 22.57844
## 365                   3                    physical education 20.93505
## 366                   3                             logistics 16.93500
## 367                   2                         communication 22.18075
## 368                   2                          architecture 22.19631
## 369                   3                 environmental science 23.72008
## 370                   5                          pharmacology 22.60645
## 371                   1                          architecture 19.19879
## 372                   1                          architecture 20.29005
## 373                   5                         city planning 18.59596
## 374                   3                            philosophy 19.85122
## 375                   5                      medicine/nursing 19.24231
## 376                   3                mechanical engineering 14.30110
## 377                   2                          architecture 15.81956
## 378                   4                     culinart services 22.96536
## 379                   4 integrated water resources management 24.30698
## 380                   1                          pharmacology 16.91755
## 381                   3                 environmental science 15.60612
## 382                   5                             logistics 16.37984
## 383                   5                     military strategy 25.17245
## 384                   1                      medicine/nursing 17.82412
## 385                   1                    physical education 18.42167
## 386                   3                mechanical engineering 17.34202
## 387                   4                mechanical engineering 17.34365
## 388                   1                      animal husbandry 17.07809
## 389                   1                        energy studies 20.71384
## 390                   4                            philosophy 16.69059
## 391                   5                             education 20.32666
## 392                   3                      applied sciences 16.16114
## 393                   2                 environmental science 16.71908
## 394                   4                    physical education 26.11363
## 395                   3                        energy studies 19.89555
## 396                   1                      applied sciences 24.01948
## 397                   5                        energy studies 16.19753
## 398                   3                            psychology 21.42912
## 399                   2                      medicine/nursing 21.46295
## 400                   3                 agricultural sciences 20.89453
## 401                   3                      medicine/nursing 25.82848
## 402                   6                      animal husbandry 22.89693
## 403                   0                          pharmacology 18.63669
## 404                   3                     culinart services 16.53850
## 405                   1                             logistics 23.40428
## 406                   2       criminal justice administration 21.97145
## 407                   2                      medicine/nursing 17.96900
## 408                   3                                botany 18.58929
## 409                   2               business administration 19.84517
## 410                   2                     culinart services 17.55393
## 411                   0                             education 22.57096
## 412                   2                          epidemiology 21.42676
## 413                   8                        human services 20.09721
## 414                   2                 agricultural sciences 18.87523
## 415                   3                        energy studies 15.33620
## 416                   1                mechanical engineering 18.61760
## 417                   3                 environmental science 13.12491
## 418                   5                    physical education 22.30810
## 419                   2                                botany 19.74585
## 420                   5                            psychology 13.45451
## 421                   3                            philosophy 21.95207
## 422                   4                mechanical engineering 21.32535
## 423                   0                             education 18.67405
## 424                   4                            psychology 18.66175
## 425                   0                          pharmacology 20.28953
## 426                   3                               biology 21.32987
## 427                   5 integrated water resources management 27.21710
## 428                   1                               biology 17.24751
## 429                   2                 agricultural sciences 22.23308
## 430                   6                            philosophy 19.16099
## 431                   3                            philosophy 21.89009
## 432                   5                 agricultural sciences 22.57573
## 433                   2                          epidemiology 17.09044
## 434                   3                             economics 23.23767
## 435                   3                             logistics 27.55264
## 436                   2                 environmental science 19.74716
## 437                   2                     military strategy 19.52649
## 438                   4                      animal husbandry 12.55466
## 439                   5                            philosophy 23.76154
## 440                   0                          pharmacology 21.56992
## 441                   2                          architecture 18.95161
## 442                   6                 environmental science 18.99999
## 443                   3                        human services 25.67877
## 444                   3       criminal justice administration 20.99180
## 445                   2                                botany 22.85132
## 446                   5                             economics 19.77744
## 447                   3                                botany 27.96693
## 448                   1                      medicine/nursing 19.05617
## 449                   2                          epidemiology 19.24091
## 450                   3                            philosophy 17.49842
## 451                   1                        human services 21.59101
## 452                   3                               biology 17.96982
## 453                   3                            philosophy 18.05536
## 454                   4                      animal husbandry 25.45554
## 455                   1                               biology 19.30345
## 456                   3                      applied sciences 17.31055
## 457                   1                            philosophy 22.82317
## 458                   6                         city planning 19.11892
## 459                   5                                botany 21.98378
## 460                   5                                botany 16.08058
## 461                   4                          architecture 27.68187
## 462                   3                            philosophy 16.80293
## 463                   4                            philosophy 21.22975
## 464                   5                            psychology 17.90379
## 465                   3                             logistics 19.68748
## 466                   3 integrated water resources management 15.96942
## 467                   7       criminal justice administration 22.48088
## 468                   4                            philosophy 18.45236
## 469                   3                             logistics 20.02986
## 470                   4                          pharmacology 18.90300
## 471                   2                    physical education 17.35418
## 472                   2                     culinart services 20.51588
## 473                   4                        human services 25.33842
## 474                   6                         city planning 23.16894
## 475                   3                             economics 22.24737
## 476                   2                             education 19.83741
## 477                   1                        energy studies 19.73186
## 478                   4                        energy studies 21.21939
## 479                   5                          architecture 20.00833
## 480                   4                          pharmacology 23.83629
## 481                   3                     military strategy 19.73364
## 482                   3                             education 21.31904
## 483                   1                             logistics 14.44936
## 484                   1                    physical education 21.80337
## 485                   4                     culinart services 16.95475
## 486                   3                            philosophy 19.74367
## 487                   3                          architecture 24.70782
## 488                   2                         communication 19.08275
## 489                   7                            psychology 16.19003
## 490                   1                      medicine/nursing 19.09397
## 491                   2                             economics 16.78826
## 492                   2                         city planning 20.69956
## 493                   4                          pharmacology 21.24646
## 494                   0                          epidemiology 18.80625
## 495                   2                             economics 21.54377
## 496                   2                     culinart services 21.65099
## 497                   2               business administration 16.19529
## 498                   1                      applied sciences 19.63817
## 499                   3                mechanical engineering 13.51241
## 500                   4                         city planning 14.39070
## 501                   4                         city planning 12.54540
## 502                   3                          epidemiology 20.07750
## 503                   1                             logistics 20.82915
## 504                   3                             logistics 21.88073
## 505                   2                        energy studies 16.64088
## 506                   4                             education 20.20789
## 507                   6                          architecture 19.16468
## 508                   5                               biology 16.50589
## 509                   5                            psychology 19.52327
## 510                   2                      applied sciences 22.34368
## 511                   2                 environmental science 15.90951
## 512                   2                          pharmacology 23.43548
## 513                   2                             economics 25.03579
## 514                   4                          architecture 15.64708
## 515                   2       criminal justice administration 24.73534
## 516                   2                                botany 17.96941
## 517                   0                     military strategy 17.13706
## 518                   6                      medicine/nursing 22.39601
## 519                   5               business administration 16.22865
## 520                   7                          architecture 19.87794
## 521                   2                      animal husbandry 18.82258
## 522                   3                     military strategy 21.65255
## 523                   2                      medicine/nursing 20.69022
## 524                   4               business administration 23.88692
## 525                   3                      applied sciences 20.43760
## 526                   3                 environmental science 24.70151
## 527                   6                     culinart services 18.77472
## 528                   0                        energy studies 22.06032
## 529                   4                             logistics 17.95097
## 530                   4                     military strategy 22.55124
## 531                   2                            psychology 24.53695
## 532                   1                      applied sciences 20.60540
## 533                   7                        human services 17.67847
## 534                   2               business administration 17.92167
## 535                   6                      animal husbandry 22.00580
## 536                   2                      applied sciences 21.57631
## 537                   5               business administration 24.26479
## 538                   4                             education 25.49342
## 539                   2                             education 15.82410
## 540                   2                             education 18.06575
## 541                   3                         communication 17.79204
## 542                   6                 agricultural sciences 18.09670
## 543                   4                      animal husbandry 22.83459
## 544                   2                        energy studies 24.62446
## 545                   0                                botany 19.63260
## 546                   3                             logistics 21.03526
## 547                   3                 environmental science 21.12570
## 548                   1                          architecture 18.65582
## 549                   5                         communication 17.96210
## 550                   5                     culinart services 16.57199
## 551                   5                mechanical engineering 22.04910
## 552                   5                         city planning 21.85049
## 553                   3                 agricultural sciences 18.12094
## 554                   3                     culinart services 18.61992
## 555                   5                 environmental science 19.67025
## 556                   4                        human services 18.20332
## 557                   4                mechanical engineering 18.23895
## 558                   0                          epidemiology 15.22140
## 559                   3                      medicine/nursing 21.32324
## 560                   4                      applied sciences 18.94046
## 561                   2                               biology 20.40624
## 562                   1                            psychology 21.12729
## 563                   4                          epidemiology 23.82158
## 564                   2       criminal justice administration 21.66344
## 565                   2                          pharmacology 22.99593
## 566                   4                      animal husbandry 12.80807
## 567                   1                 environmental science 22.99975
## 568                   1                mechanical engineering 21.40550
## 569                   2       criminal justice administration 17.09370
## 570                   1                          pharmacology 16.74787
## 571                   2                      animal husbandry 20.38227
## 572                   2                         communication 16.74267
## 573                   0                         city planning 24.98712
## 574                   2                         city planning 18.56088
## 575                   2                    physical education 21.16006
## 576                   1                    physical education 22.14217
## 577                   2               business administration 19.33480
## 578                   7                        human services 24.46873
## 579                   2 integrated water resources management 19.76354
## 580                   4                      applied sciences 22.01716
## 581                   4                               biology 19.24192
## 582                   5                          epidemiology 17.52440
## 583                   5                          pharmacology 16.27959
## 584                   2                             logistics 16.46003
## 585                   5                      animal husbandry 19.60460
## 586                   3                        human services 19.20258
## 587                   3                          pharmacology 22.56667
## 588                   1                     military strategy 19.78770
## 589                   1       criminal justice administration 18.15902
## 590                   1                            psychology 19.19737
## 591                   4                mechanical engineering 15.55708
## 592                   1                        human services 14.15051
## 593                   5                            psychology 20.84825
## 594                   3                          architecture 17.58633
## 595                   4                      medicine/nursing 22.52837
## 596                   3                               biology 20.75837
## 597                   0                     culinart services 21.91993
## 598                   3                         communication 19.75386
## 599                   6                      animal husbandry 20.64070
## 600                   1                    physical education 17.63057
## 601                   3                             economics 16.60652
## 602                   2                         city planning 15.36702
## 603                   2                             education 14.91156
## 604                   1                      applied sciences 18.36293
## 605                   0                      animal husbandry 21.97010
## 606                   6                      medicine/nursing 20.46354
## 607                   3                                botany 21.58286
## 608                   5                             logistics 14.84844
## 609                   2 integrated water resources management 23.10560
## 610                   1                      applied sciences 20.98622
## 611                   5                        energy studies 19.44685
## 612                   4                mechanical engineering 16.10785
## 613                   4                          pharmacology 18.58842
## 614                   0                         communication 16.20101
## 615                   1                          pharmacology 14.49622
## 616                   3                                botany 18.26226
## 617                   3                      applied sciences 21.73786
## 618                   7                      animal husbandry 17.56003
## 619                   1                      medicine/nursing 16.64580
## 620                   3                        human services 18.57976
## 621                   2                          pharmacology 19.03215
## 622                   4                          epidemiology 22.03788
## 623                   5                     military strategy 25.11161
## 624                   3                         city planning 17.07766
## 625                   2                mechanical engineering 17.31604
## 626                   5                             economics 21.82043
## 627                   4       criminal justice administration 24.68390
## 628                   1                    physical education 18.92719
## 629                   2                        human services 23.12811
## 630                   2                            psychology 19.66843
## 631                   0                               biology 20.43418
## 632                   2                            psychology 18.18894
## 633                   2                         city planning 19.30563
## 634                   5       criminal justice administration 21.48940
## 635                   7                        human services 23.55994
## 636                   3                      medicine/nursing 20.39527
## 637                   2 integrated water resources management 19.15587
## 638                   2                     culinart services 23.97528
## 639                   6                            psychology 22.15048
## 640                   0                            philosophy 19.38432
## 641                   3                          architecture 23.17759
## 642                   2                         communication 24.24839
## 643                   2       criminal justice administration 18.15892
## 644                   1                        human services 19.29292
## 645                   2                        energy studies 18.54005
## 646                   1                 agricultural sciences 19.55934
## 647                   2                            psychology 25.05183
## 648                   7                mechanical engineering 16.17854
## 649                   4                     military strategy 20.35543
## 650                   3                             education 16.85585
## 651                   3                 agricultural sciences 20.32650
## 652                   5                     culinart services 17.93602
## 653                   6                 agricultural sciences 21.40160
## 654                   2                 environmental science 15.43728
## 655                   4                    physical education 21.46526
## 656                   4                            psychology 16.54507
## 657                   2                            philosophy 20.22591
## 658                   5                mechanical engineering 25.69748
## 659                   1               business administration 22.77554
## 660                   5                          epidemiology 22.71537
## 661                   2                mechanical engineering 19.43605
## 662                   5                 environmental science 23.15592
## 663                   2                             education 18.23132
## 664                   4                 environmental science 27.58828
## 665                   2                    physical education 19.81336
## 666                   4                               biology 20.98309
## 667                   5       criminal justice administration 29.17945
## 668                   2                             education 15.30735
## 669                   2                             education 23.76093
## 670                   4       criminal justice administration 28.38916
## 671                   3                     military strategy 18.73178
## 672                   5                                botany 23.89309
## 673                   5                            psychology 26.21565
## 674                   2                         communication 19.63089
## 675                   4                        human services 21.90481
## 676                   6               business administration 23.09233
## 677                   2                            psychology 26.71144
## 678                   5                                botany 21.71346
## 679                   3                mechanical engineering 16.62255
## 680                   4       criminal justice administration 18.32146
## 681                   4                     military strategy 22.14767
## 682                   1                          epidemiology 18.55274
## 683                   4 integrated water resources management 25.29221
## 684                   6                                botany 25.32669
## 685                   2       criminal justice administration 12.50085
## 686                   5                          pharmacology 20.11386
## 687                   1                                botany 15.01671
## 688                   7                      applied sciences 22.63063
## 689                   2                               biology 19.92577
## 690                   1                     military strategy 24.14823
## 691                   1                     military strategy 19.98677
## 692                   3                     culinart services 18.35593
## 693                   3                        energy studies 24.03626
## 694                   3 integrated water resources management 23.75443
## 695                   4                 agricultural sciences 16.39569
## 696                   2                mechanical engineering 20.05336
## 697                   1                             logistics 21.35953
## 698                   2                               biology 16.32636
## 699                   4       criminal justice administration 16.65884
## 700                   5       criminal justice administration 23.22829
## 701                   3                             education 19.64791
## 702                   3               business administration 20.71514
## 703                   1 integrated water resources management 21.74664
## 704                   2                     military strategy 19.53898
## 705                   6                      applied sciences 19.02552
## 706                   2                     military strategy 18.54410
## 707                   5                        energy studies 19.56704
## 708                   5                      animal husbandry 22.62593
## 709                   2       criminal justice administration 18.67945
## 710                   3                          epidemiology 20.14602
## 711                   5                         city planning 20.86981
## 712                   3                          pharmacology 17.60724
## 713                   2                             education 19.66669
## 714                   1                            psychology 17.36132
## 715                   3       criminal justice administration 16.00533
## 716                   5       criminal justice administration 13.87055
## 717                   0                               biology 17.00379
## 718                   3                            psychology 20.36977
## 719                   3                        energy studies 27.37130
## 720                   6               business administration 25.57398
## 721                   3               business administration 21.61978
## 722                   6                      medicine/nursing 14.64805
## 723                   3                      animal husbandry 22.29698
## 724                   2                    physical education 21.26049
## 725                   1                    physical education 18.19573
## 726                   2                         city planning 20.11425
## 727                   2                      medicine/nursing 20.22738
## 728                   3                    physical education 16.38548
## 729                   3                     culinart services 20.63110
## 730                   2       criminal justice administration 22.05847
## 731                   4                             logistics 20.03671
## 732                   3                      medicine/nursing 21.93762
## 733                   2                            psychology 18.04177
## 734                   2                    physical education 20.90615
## 735                   5                     military strategy 20.37872
## 736                   4                        energy studies 19.63954
## 737                   5                            philosophy 12.74472
## 738                   2                      applied sciences 18.00704
## 739                   4                               biology 17.15758
## 740                   3                             education 21.28245
## 741                   0                 agricultural sciences 28.04978
## 742                   1                      applied sciences 18.16853
## 743                   0                         city planning 21.91309
## 744                   5                         city planning 22.60577
## 745                   3                             education 18.49051
## 746                   4 integrated water resources management 18.30679
## 747                   1                 environmental science 21.83863
## 748                   4               business administration 17.93216
## 749                   3 integrated water resources management 19.40937
## 750                   4                      animal husbandry 21.57588
## 751                   4                          architecture 25.86179
## 752                   4                             education 20.76580
## 753                   3                 environmental science 19.89604
## 754                   0                        human services 18.99540
## 755                   0                     military strategy 22.98415
## 756                   2                         city planning 16.33405
## 757                   4                            psychology 26.37661
## 758                   5                     military strategy 22.55533
## 759                   4                 environmental science 20.70579
## 760                   2                             education 18.52872
## 761                   5                            psychology 15.20000
## 762                   4                 agricultural sciences 13.76439
## 763                   1                      medicine/nursing 19.91919
## 764                   2                          epidemiology 14.99672
## 765                   2                         city planning 15.23501
## 766                   2                        human services 17.81768
## 767                   3                          architecture 13.91051
## 768                   1                     military strategy 21.33672
## 769                   4                 agricultural sciences 15.87418
## 770                   4                            psychology 27.55674
## 771                   1                 agricultural sciences 21.10963
## 772                   2                          pharmacology 19.54634
## 773                   1                 agricultural sciences 18.37246
## 774                   4       criminal justice administration 14.87000
## 775                   4                 environmental science 14.90775
## 776                   5                                botany 17.85399
## 777                   3                          pharmacology 22.43070
## 778                   2                     culinart services 16.83191
## 779                   4                mechanical engineering 17.77898
## 780                   1                         city planning 15.75510
## 781                   3                         communication 20.15367
## 782                   4                            philosophy 23.33047
## 783                   0                 environmental science 26.13428
## 784                   4                      applied sciences 23.82513
## 785                   3                    physical education 16.10004
## 786                   2                             economics 18.54976
## 787                   3                        human services 23.80758
## 788                   2                        human services 17.07576
## 789                   4                mechanical engineering 25.42632
## 790                   7       criminal justice administration 20.48590
## 791                   6                 environmental science 24.09405
## 792                   4                     military strategy 19.29941
## 793                   6                            philosophy 18.06166
## 794                   1                mechanical engineering 21.03052
## 795                   3                            psychology 16.55408
## 796                   2                             logistics 21.72521
## 797                   2                      animal husbandry 15.99839
## 798                   4                            philosophy 15.41400
## 799                   2                            psychology 29.59488
## 800                   3                             education 19.45614
## 801                   3                 agricultural sciences 23.42488
## 802                   3                mechanical engineering 25.10323
## 803                   1                                botany 14.77489
## 804                   4                      medicine/nursing 21.56388
## 805                   2                     military strategy 21.66693
## 806                   2                          pharmacology 15.76811
## 807                   7                 environmental science 21.91014
## 808                   1                            philosophy 21.16551
## 809                   3                 environmental science 21.90370
## 810                   4                        energy studies 14.95027
## 811                   3                        energy studies 17.38376
## 812                   8                        human services 21.71185
## 813                   3                     military strategy 20.97237
## 814                   3                    physical education 17.86783
## 815                   5                     military strategy 20.35920
## 816                   3                        human services 19.97787
## 817                   3                      animal husbandry 15.55524
## 818                   8                          pharmacology 17.79963
## 819                   0                    physical education 21.43846
## 820                   2                     culinart services 19.73227
## 821                   0                             economics 19.11045
## 822                   2                 environmental science 18.92234
## 823                   5                 agricultural sciences 14.39826
## 824                   7                      medicine/nursing 13.88697
## 825                   2       criminal justice administration 17.38705
## 826                   1                      medicine/nursing 19.13214
## 827                   2                             logistics 16.11394
## 828                   3                                botany 20.66009
## 829                   3                     culinart services 18.85515
## 830                   2                        energy studies 18.73167
## 831                   3                                botany 17.95568
## 832                   3                 environmental science 22.94810
## 833                   1                            psychology 22.34703
## 834                   5                          epidemiology 16.80661
## 835                   2                          architecture 17.42398
## 836                   3                             economics 23.25794
## 837                   3                               biology 20.29679
## 838                   6       criminal justice administration 15.81591
## 839                   1                    physical education 19.92937
## 840                   4                          architecture 21.11497
## 841                   4                    physical education 19.58388
## 842                   4                 environmental science 14.23326
## 843                   2                     military strategy 20.44759
## 844                   3                 environmental science 19.73937
## 845                   2               business administration 23.19870
## 846                   4               business administration 18.79596
## 847                   6                         communication 16.62209
## 848                   6                    physical education 17.44240
## 849                   5       criminal justice administration 20.92256
## 850                   5                         communication 21.73474
## 851                   5                         city planning 24.00647
## 852                   2                 environmental science 27.59225
## 853                   1                          pharmacology 18.06279
## 854                   3                        human services 16.70843
## 855                   3                      medicine/nursing 21.84500
## 856                   3                     military strategy 23.49016
## 857                   3                             economics 21.76792
## 858                   4                mechanical engineering 20.68250
## 859                   4                 environmental science 21.06841
## 860                   4                          architecture 18.31499
## 861                   3                      medicine/nursing 20.91683
## 862                   2                    physical education 18.52306
## 863                   5                      animal husbandry 21.98328
## 864                   1                               biology 23.20071
## 865                   1 integrated water resources management 20.33517
## 866                   1                            philosophy 19.75214
## 867                   1                 environmental science 24.01972
## 868                   4                 environmental science 23.90511
## 869                   4               business administration 19.73432
## 870                   3                         communication 24.32751
## 871                   2       criminal justice administration 17.68825
## 872                   7       criminal justice administration 24.00616
## 873                   2       criminal justice administration 17.77331
## 874                   6                            philosophy 20.92753
## 875                   1                 agricultural sciences 16.98715
## 876                   3                      medicine/nursing 18.47655
## 877                   3                         communication 19.18535
## 878                   3 integrated water resources management 18.35525
## 879                   2                             education 22.93477
## 880                   4               business administration 18.62427
## 881                   0                    physical education 20.70497
## 882                   4                               biology 17.01380
## 883                   5                        human services 18.94045
## 884                   3                      animal husbandry 18.84481
## 885                   3                          epidemiology 21.61323
## 886                   2                          epidemiology 21.13069
## 887                   2                      applied sciences 13.43069
## 888                   4                      animal husbandry 19.07113
## 889                   3                        energy studies 18.39359
## 890                   3                     military strategy 21.32136
## 891                   6                      medicine/nursing 18.98611
## 892                   1                      animal husbandry 15.12176
## 893                   4                            philosophy 20.86853
## 894                   1                         communication 19.61513
## 895                   2                      animal husbandry 17.93957
## 896                   4                     culinart services 20.66810
## 897                   3                        energy studies 16.81380
## 898                   2                     culinart services 18.99324
## 899                   3                    physical education 19.37227
## 900                   2                      applied sciences 21.10780
## 901                   2                          pharmacology 22.99733
## 902                   1                     culinart services 20.93726
## 903                   5       criminal justice administration 18.43727
## 904                   3                               biology 22.04171
## 905                   4                      animal husbandry 20.44886
## 906                   4                 agricultural sciences 18.73962
## 907                   2                               biology 19.36259
## 908                   6               business administration 20.58510
## 909                   3       criminal justice administration 17.69093
## 910                   5                     military strategy 20.91836
## 911                   1                             economics 18.53755
## 912                   2                             education 20.66301
## 913                   3       criminal justice administration 24.77217
## 914                   5                            psychology 25.82221
## 915                   3                            philosophy 18.02149
## 916                   4                          pharmacology 17.53711
## 917                   2               business administration 19.43681
## 918                   2                      applied sciences 19.17863
## 919                   4                     military strategy 19.43190
## 920                   4               business administration 22.94084
## 921                   6                         communication 20.94367
## 922                   1                      medicine/nursing 18.78445
## 923                   3                      medicine/nursing 23.06967
## 924                   3                            philosophy 22.86708
## 925                   5               business administration 22.09731
## 926                   2                             logistics 24.85453
## 927                   0                         communication 17.06348
## 928                   5                          architecture 20.49921
## 929                   5                 agricultural sciences 19.69154
## 930                   0                 environmental science 16.69606
## 931                   3                     culinart services 23.11572
## 932                   1                      medicine/nursing 16.95601
## 933                   4                    physical education 22.84620
## 934                   3                    physical education 14.21540
## 935                   4                             economics 18.93918
## 936                   4                     culinart services 17.88162
## 937                   5                     culinart services 18.55335
## 938                   4                         city planning 18.66627
## 939                   5                      applied sciences 21.68061
## 940                   5                      medicine/nursing 14.89299
## 941                   6                      applied sciences 15.53169
## 942                   3                         city planning 18.93974
## 943                   5                          architecture 19.89808
## 944                   1       criminal justice administration 19.87259
## 945                   1                 agricultural sciences 19.43739
## 946                   2       criminal justice administration 18.87269
## 947                   6                         city planning 14.98345
## 948                   1               business administration 23.41001
## 949                   4                            philosophy 17.36378
## 950                   5                          pharmacology 18.31203
## 951                   5                          epidemiology 23.84402
## 952                   3                    physical education 15.70235
## 953                   2       criminal justice administration 16.84876
## 954                   2       criminal justice administration 29.44928
## 955                   3                     culinart services 17.95730
## 956                   1                    physical education 22.91800
## 957                   4                            psychology 21.58449
## 958                   1                        human services 17.19527
## 959                   4                                botany 15.66170
## 960                   0                             education 23.80738
## 961                   1                                botany 21.35860
## 962                   5                            psychology 17.11389
## 963                   3                             economics 20.89564
## 964                   4                          architecture 18.62456
## 965                   0                 agricultural sciences 23.24972
## 966                   3                    physical education 18.28638
## 967                   5                     culinart services 22.86259
## 968                   2       criminal justice administration 18.51140
## 969                   3                            philosophy 16.71759
## 970                   3                      animal husbandry 18.61261
## 971                   5                            psychology 19.22270
## 972                   3                      animal husbandry 20.03009
## 973                   2                mechanical engineering 17.89542
## 974                   5                          epidemiology 25.21851
## 975                   3               business administration 16.56274
## 976                   2                 agricultural sciences 18.51631
## 977                   3               business administration 25.62498
## 978                   6                mechanical engineering 20.11204
## 979                   3                 environmental science 23.25645
## 980                   3                 agricultural sciences 21.61279
## 981                   3               business administration 20.95489
## 982                   1                        energy studies 22.20665
## 983                   3                         city planning 17.53114
## 984                   0                             education 19.27299
## 985                   4 integrated water resources management 23.27623
## 986                   3                                botany 25.10403
## 987                   5                    physical education 20.40505
## 988                   2                               biology 17.96941
## 989                   6                               biology 17.21145
## 990                   0                     culinart services 18.62649
## 991                   5                      applied sciences 20.63164
## 992                   5                        energy studies 23.61626
## 993                   6                            psychology 19.19450
## 994                   4                 agricultural sciences 21.54530
## 995                   8                             economics 22.12544
## 996                   2 integrated water resources management 14.07024
## 997                   2                             education 19.87402
## 998                   3                          architecture 19.42444
## 999                   3                             education 19.62096
## 1000                  1                 environmental science 16.15942

This data includes the first name, last name, and gender of the entire population of 1000 people who have survived the zombie apocalypse and are now ekeing out an existence somewhere on the East Coast, along with several other variables (height, weight, age, number of years of education, number of zombies they have killed, and college major).

Calculate the population mean and standard deviation for each quantitative random variable (height, weight, age, number of zombies killed, and years of education). NOTE: You will not want to use the built in var() and sd() commands as these are for samples.

First to calculate the population mean, you can use the summary function to get a range of data for each variable, one of which is the mean:

summary(d)
##        id          first_name         last_name            gender         
##  Min.   :   1.0   Length:1000        Length:1000        Length:1000       
##  1st Qu.: 250.8   Class :character   Class :character   Class :character  
##  Median : 500.5   Mode  :character   Mode  :character   Mode  :character  
##  Mean   : 500.5                                                           
##  3rd Qu.: 750.2                                                           
##  Max.   :1000.0                                                           
##      height          weight       zombies_killed   years_of_education
##  Min.   :54.15   Min.   : 90.29   Min.   : 0.000   Min.   :0.000     
##  1st Qu.:64.68   1st Qu.:131.81   1st Qu.: 2.000   1st Qu.:2.000     
##  Median :67.50   Median :142.89   Median : 3.000   Median :3.000     
##  Mean   :67.63   Mean   :143.91   Mean   : 2.992   Mean   :2.996     
##  3rd Qu.:70.38   3rd Qu.:156.28   3rd Qu.: 4.000   3rd Qu.:4.000     
##  Max.   :80.53   Max.   :210.79   Max.   :11.000   Max.   :8.000     
##     major                age       
##  Length:1000        Min.   :10.66  
##  Class :character   1st Qu.:18.07  
##  Mode  :character   Median :19.90  
##                     Mean   :20.05  
##                     3rd Qu.:21.94  
##                     Max.   :29.59

*svee - Smart, I didn’t think to use summary() to answer this question! I did it the longer way and wrote out the command to calculate mean for each individual variable

Then to calculate the standard deviation, we can create a function using population variance:

h <- d$height #first assign the variable to a value we can put into our equation
pop_vh <- function(h) {sum((h-mean(h))^2)/(length(h))
} #calculate the population variance
pop_vh(h)
## [1] 18.55861
pop_sdh <- function(h) {
  sqrt(pop_vh(h))
} #using the population variance we can then calculate standard deviation for the population
pop_sdh(h)
## [1] 4.30797

OR a shorter way found through stackoverflow is:

sdh <- function(h) sqrt(mean((h-mean(h))^2))
sdh(h)
## [1] 4.30797

As you can see this gives the same standard deviation for the population with much shorter code.

*svee - I used the shorter function in my own code, it essentially combines the 2 separate functions you made in your longer chunk

Weight:

w <- d$weight
sdw <- function(w) sqrt(mean((w-mean(w))^2)) #you could still use the sdh function created previously, but for the sake of organization in this assignment each one is given their own function assignment
sdw(w)
## [1] 18.39186

Zombies Killed:

z <- d$zombies_killed
sdz <- function(z) sqrt(mean((z-mean(z))^2))
sdz(z)
## [1] 1.747551

Years of Education:

e <- d$years_of_education
sde <- function(e) sqrt(mean((e-mean(e))^2))
sde(e)
## [1] 1.675704

Age:

a <- d$age
sda <- function(a) sqrt(mean((a-mean(a))^2))
sda(a)
## [1] 2.963583

Use {ggplot} to make boxplots of each of these variables by gender.

First have to load in packages with library() and then outline graphics such as what you are going “by” using filter and then what variable is being measured. You can also color the boxes using the scale_fill_manual command and even add a title. Also this solution is taken from Week 3 modules that was Jimmy’s example becuase this provided a clear example as well as piping to make it one code block.

library(ggplot2) #have to load in correct packages!
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
d %>% filter(gender == "Female" | gender == "Male") %>% 
  ggplot(aes(x = height, fill = gender)) +
  geom_boxplot() +
  scale_fill_manual(values = c("purple", "blue")) +
  ggtitle("Boxplot of Height by Gender") + theme_bw()

d %>% filter(gender == "Female" | gender == "Male") %>% 
  ggplot(aes(x = weight, fill = gender)) +
  geom_boxplot() +
  scale_fill_manual(values = c("purple", "blue")) +
  ggtitle("Boxplot of Weight by Gender") + theme_bw()

d %>% filter(gender == "Female" | gender == "Male") %>% 
  ggplot(aes(x = zombies_killed, fill = gender)) +
  geom_boxplot() +
  scale_fill_manual(values = c("purple", "blue")) +
  ggtitle("Boxplot of Zombies Killed by Gender") + theme_bw()

d %>% filter(gender == "Female" | gender == "Male") %>% 
  ggplot(aes(x = years_of_education, fill = gender)) +
  geom_boxplot() +
  scale_fill_manual(values = c("purple", "blue")) +
  ggtitle("Boxplot of Years of Education by Gender") + theme_bw()

d %>% filter(gender == "Female" | gender == "Male") %>% 
  ggplot(aes(x = age, fill = gender)) +
  geom_boxplot() +
  scale_fill_manual(values = c("purple", "blue")) +
  ggtitle("Boxplot of Age by Gender") + theme_bw()

*svee - I didn’t think to use dplyr or pipes to make these plots, I did everything through the ggplot function! Your plots are missing the nonbinary gender so I would add that to your filter command!

Using histograms and Q-Q plots, check whether the quantitative variables seem to be drawn from a normal distribution. Which seem to be and which do not (hint: not all are drawn from the normal distribution)? For those that are not normal, can you determine from which common distribution they are drawn?

qqnorm(d$height, main = "Normal QQ plot Height") 
qqline(d$height, col = "gray") 

hist(d$height, main = "Histogram of Height",
     xlab = "Height")

Points of the QQ plot lie pretty evenly on the line and the histogram shows equal distribution with it peaking around the mean, so these appear normal.

qqnorm(d$weight, main = "Normal QQ plot Weight") 
qqline(d$weight, col = "gray") 

hist(d$weight, main = "Histogram of Weight",
     xlab = "Weight")

Weight does the same as height with centering along the line and concentrating amongst the mean, so also a relatively normal distribution.

qqnorm(d$zombies_killed, main = "Normal QQ plot Zombies Killed") 
qqline(d$zombies_killed, col = "gray") 

hist(d$zombies_killed, main = "Histogram of Zombies Killed",
     xlab = "Zombies Killed")

This qqplot and histogram appear not normal, with the histogram being skewed left (lower tail) and the qqplot not falling evenly on the line at all. It likely belongs to an exponential distribution.

qqnorm(d$years_of_education, main = "Normal QQ plot Years of Education") 
qqline(d$years_of_education, col = "gray") 

hist(d$years_of_education, main = "Histogram of Years of Education",
     xlab = "Years of Education")

Similar to the zombies killed plot, this also is not a normal distribution. The histogram is skewed towards the lower tail and the qqplot is in platforms instead of falling along the line. Again this is likely an exponential distribution.

qqnorm(d$age, main = "Normal QQ plot Age") 
qqline(d$age, col = "gray") 

hist(d$age, main = "Histogram of Age",
     xlab = "Age")

The age plots appear to be a normal distribution, again being concentrated around the line in the qqplot and peaking around the mean in the histogram with only small variation.

*svee - I appreciated how you made separate chunks for each variable and explained the plots one by one. Can you explain why you decided on an exponential distribution for the non-normally distributed variables?

Now use the sample() function to sample ONE subset of 30 zombie survivors (without replacement) from this population and calculate the mean and sample standard deviation for each variable. Also estimate the standard error for each variable, and construct the 95% confidence interval for each mean. Note that for the variables that are not drawn from the normal distribution, you may need to base your estimate of the CIs on slightly different code than for the normal…

length(d) #denotes number of columns that we need to keep with our sample
## [1] 10

We have to take a sample from the rows (observations) of the dataframe but keep the columns (variables) with them to measure the mean:

set.seed(30)
subsetsample2 <- d[sample(nrow(d), 30, replace = FALSE), ] #remember brackets denote whether you sample from [row, column]
subsetsample2 
##      id first_name last_name    gender   height   weight zombies_killed
## 330 330   Lawrence    Medina      Male 67.21994 162.9205              6
## 253 253    Heather      Hart    Female 65.08853 128.8316              1
## 306 306     Gloria    Morgan    Female 68.09022 142.8512              1
## 942 942      Susan Patterson    Female 64.67957 134.2557              3
## 269 269     Donald     Smith      Male 61.77285 133.8740              8
## 460 460      Linda      Rose    Female 60.16201 117.8014              0
## 522 522   Patricia     Brown    Female 67.49037 148.9743              3
## 315 315      Tammy    Martin    Female 65.69532 123.4174              5
## 842 842      Marie  Marshall    Female 57.71565 116.1210              6
## 29   29      Roger     Perry      Male 64.64341 135.9254              4
## 188 188     Donald     Hicks      Male 71.49300 162.2126              5
## 435 435     Thomas  Phillips      Male 80.52980 187.4691              3
## 836 836      Susan   Hawkins    Female 69.35963 133.1018              3
## 304 304     Robert    Parker      Male 73.60436 161.1474              3
## 305 305       Gary   Sanchez      Male 72.15195 142.8639              1
## 963 963   Margaret      Rice    Female 66.41046 143.8121              2
## 96   96     Johnny      Cook      Male 69.05417 155.8221              1
## 154 154    Heather    Romero    Female 65.01620 141.2897              3
## 945 945       Judy    Oliver    Female 59.46942 101.4780              5
## 622 622      Craig    Bishop      Male 72.25866 173.6438              3
## 817 817      Peter    Barnes      Male 67.10780 163.5109              0
## 488 488    Phyllis    Arnold    Female 63.07296 127.4197              3
## 209 209      Kevin   Elliott      Male 75.45580 175.5042              4
## 116 116      James   Garrett      Male 65.53651 137.9662              3
## 140 140     Edward     Mccoy      Male 70.34750 172.6225              1
## 35   35      Emily      Shaw NonBinary 64.69846 143.5878              5
## 499 499        Ann  Castillo    Female 58.23005 123.6959              3
## 417 417     Johnny    Chavez      Male 63.94389 137.4715              1
## 901 901     George      Reid      Male 73.57915 157.0191              4
## 41   41      Maria    Hughes    Female 66.14536 149.3008              7
##     years_of_education                                 major      age
## 330                  3                             economics 16.32740
## 253                  3                     military strategy 20.00628
## 306                  1                               biology 22.43699
## 942                  3                         city planning 18.93974
## 269                  2                             logistics 17.90380
## 460                  5                                botany 16.08058
## 522                  3                     military strategy 21.65255
## 315                  4                             economics 20.38294
## 842                  4                 environmental science 14.23326
## 29                   2                      animal husbandry 17.74222
## 188                  3       criminal justice administration 19.91412
## 435                  3                             logistics 27.55264
## 836                  3                             economics 23.25794
## 304                  3                             economics 23.85202
## 305                  4                             logistics 18.88307
## 963                  3                             economics 20.89564
## 96                   3                         communication 18.83810
## 154                  1                      applied sciences 19.37270
## 945                  1                 agricultural sciences 19.43739
## 622                  4                          epidemiology 22.03788
## 817                  3                      animal husbandry 15.55524
## 488                  2                         communication 19.08275
## 209                  3 integrated water resources management 23.86443
## 116                  1                             education 15.39994
## 140                  3                          pharmacology 18.99893
## 35                   4 integrated water resources management 18.13684
## 499                  3                mechanical engineering 13.51241
## 417                  3                 environmental science 13.12491
## 901                  2                          pharmacology 22.99733
## 41                   3                               biology 20.78455
  • svee - Appreciate how you annotate your code! I used the same code but it helps to see the comment explaining why it’s structured the way it is

Height:

shm <- mean(subsetsample2$height)
shd <- sd(subsetsample2$height)
she <- sd(subsetsample2$height)/sqrt(length(subsetsample2$height)) #standard error equation
shm #outputs mean of height variable for sample hence ("s", "h", "m")
## [1] 67.00077
shd
## [1] 5.205216
she
## [1] 0.9503381

Then we can construct a confidence interval (using an example from module):

lower <- shm - qnorm(1 - 0.05/2) * she  # (1-alpha)/2 each in the upper and lower tails of the distribution
upper <- shm + qnorm(1 - 0.05/2) * she  # (1-alpha)/2 each in the upper and lower tails of the distribution
cih <- c(lower, upper)
cih #confidence interval for height output
## [1] 65.13814 68.86340

Weight:

swm <- mean(subsetsample2$weight)
swd <- sd(subsetsample2$weight)
swe <- sd(subsetsample2$weight)/sqrt(length(subsetsample2$weight))
swm
## [1] 144.5304
swd
## [1] 19.81065
swe
## [1] 3.616912
lower <- swm - qnorm(1 - 0.05/2) * swe  # (1-alpha)/2 each in the upper and lower tails of the distribution
upper <- swm + qnorm(1 - 0.05/2) * swe  # (1-alpha)/2 each in the upper and lower tails of the distribution
ciw <- c(lower, upper)
ciw #confidence interval for weight output
## [1] 137.4414 151.6194

Zombies Killed (not normal distribution):

szm <- mean(subsetsample2$zombies_killed)
szd <- sd(subsetsample2$zombies_killed)
sze <- sd(subsetsample2$zombies_killed)/sqrt(length(subsetsample2$zombies_killed))
szm
## [1] 3.233333
szd
## [1] 2.028815
sze
## [1] 0.3704093
lower <- szm - qnorm(1 - 0.05/2) * sze  # (1-alpha)/2 each in the upper and lower tails of the distribution
upper <- szm + qnorm(1 - 0.05/2) * sze  # (1-alpha)/2 each in the upper and lower tails of the distribution
ciz <- c(lower, upper)
ciz #confidence interval for zombies killed output
## [1] 2.507344 3.959322

*struggled to find way to calculate a CI for a non-normal distribution, struggled with using the CLT, any tips?

*svee - I also had some trouble figuring this out! Because I thought number of zombies killed and years of education were poisson distributed, I used the poisson.test() function to get the upper and lower CIs. This is just what I did, I’m not sure if my method is actually correct!

Years of Education (not normal distribution):

sem <- mean(subsetsample2$years_of_education)
sed <- sd(subsetsample2$years_of_education)
see <- sd(subsetsample2$years_of_education)/sqrt(length(subsetsample2$years_of_education))
sem
## [1] 2.833333
sed
## [1] 0.9855275
see
## [1] 0.1799319
lower <- sem - qnorm(1 - 0.05/2) * see  # (1-alpha)/2 each in the upper and lower tails of the distribution
upper <- sem + qnorm(1 - 0.05/2) * see  # (1-alpha)/2 each in the upper and lower tails of the distribution
cie <- c(lower, upper)
cie #confidence interval for years of education output
## [1] 2.480673 3.185993

Age:

sam <- mean(subsetsample2$age)
sad <- sd(subsetsample2$age)
sae <- sd(subsetsample2$age)/sqrt(length(subsetsample2$age))
sam
## [1] 19.37349
sad
## [1] 3.325175
sae
## [1] 0.6070911
lower <- sam - qnorm(1 - 0.05/2) * sae  # (1-alpha)/2 each in the upper and lower tails of the distribution
upper <- sam + qnorm(1 - 0.05/2) * sae  # (1-alpha)/2 each in the upper and lower tails of the distribution
cia <- c(lower, upper)
cia #confidence interval for age output
## [1] 18.18361 20.56336

Now draw 99 more random samples of 30 zombie apocalypse survivors, and calculate the mean for each variable for each of these samples. Together with the first sample you drew, you now have a set of 100 means for each variable (each based on 30 observations), which constitutes a sampling distribution for each variable. What are the means and standard deviations of this distribution of means for each variable? How do the standard deviations of means compare to the standard errors estimated in [5]? What do these sampling distributions look like (a graph might help here)? Are they normally distributed? What about for those variables that you concluded were not originally drawn from a normal distribution?

Using the replicate function we can do a sample 99 more times, which we are going to do by variable since there did not seem an easy way to calculate by variable other than telling it to take the sample from each column.

ssh <- replicate (99, mean(sample(d$height, size = 30, replace =FALSE))) #will replicate 99 times with samples of size 30 for height and take the means of them so that we have 99 means
ssw <- replicate (99, mean(sample(d$weight, size = 30, replace =FALSE)))
ssz <- replicate (99, mean(sample(d$zombies_killed, size = 30, replace =FALSE)))
sse <- replicate (99, mean(sample(d$years_of_education, size = 30, replace =FALSE)))
ssa <- replicate (99, mean(sample(d$age, size = 30, replace =FALSE)))

The output of this is going to be 99 means per variable, and added to the sample previous you would have the 100 means total.

Then to get a mean and standard deviation of this sampling distribution we just take the mean of all of the means per variable.

mean(ssh)
## [1] 67.66682
mean(ssw)
## [1] 143.8966
mean(ssz)
## [1] 3.03165
mean(sse)
## [1] 3.034007
mean(ssa)
## [1] 20.10189
sd(ssh)
## [1] 0.7030253
sd(ssw)
## [1] 3.102199
sd(ssz)
## [1] 0.2994467
sd(sse)
## [1] 0.3150776
sd(ssa)
## [1] 0.5380334

The means appear similar to our previous calculations from question 5, but these standard deviations are smaller than the standard deviations in the previous question (with the first subset sample) and in comparison with the standard error these standard deviations are much lower than the standard errors calculated in question 5.

I will use qqplots for distributions and to see if they are normal distributions:

qqnorm(ssh, main = "QQ plot Sample Height Distributions") 
qqline(ssh, col = "gray")

qqnorm(ssw, main = "QQ plot Sample Weight Distributions") 
qqline(ssw, col = "gray")

qqnorm(ssz, main = "QQ plot Sample Zombies Killed Distributions") 
qqline(ssz, col = "gray")

qqnorm(sse, main = "QQ plot Sample Years of Education Distributions") 
qqline(sse, col = "gray")

qqnorm(ssa, main = "QQ plot Sample Age Distributions") 
qqline(ssa, col = "gray")

They all seem relatively normal however there is some skewing around -1 and 1 deviations from the mean.

*svee - overall I think you did a great job!! Your code is well annotated and I was able to follow everything you did in chunks where we used different methods

Challenges Faced:

The first challenge I faced was finding a way to calculate standard deviations of each variable in an easily repeatable way, which I actually found the solution for online as mentioned above. Another challenge was standard error, since initially I did not use the correct function and in fact it was much simpler once I referenced code from the modules. Third challenge I faced was then the confidence intervals for distributions that are not normal, since I could not find an understandable way to apply the CLT technique in my code and did not completely understand it, which I still struggle to. Fourth, taking the initial subset sample was extremely difficult because the way the sample() function is set up is it automatically takes from variables unless you use the brackets to correctly sample from the rows (observations), which I eventually figured out. Finally, the last question posed an extreme challenge with repeating the sampling and then taking measurements from it. I wanted an easier way to take the means and sd of each variable for each sample in a way that made logical sense, but dissappointedly could not find it.